# Pixelmojo > AI product studio based in Makati, Philippines > AI products you own. Intelligence we maintain. > Last updated: 2026-10-26 (auto-generated from 98 published articles, 62 knowledge graph entities) > Contact: founders@pixelmojo.io ## Disambiguation **Pixelmojo** (pixelmojo.io) is an AI product studio founded in 2024 in Makati, Metro Manila, Philippines by Lloyd Pilapil. Pixelmojo is the company; Radar, Vector, and Hive are its products, and they are delivered differently. Radar is the self-service AI visibility audit platform: a free check scored across 6 technical readiness tools, then the full 13-tool audit for $5, plus a $199 per month retainer; paying for audits is access to a platform Pixelmojo operates, not ownership of Radar. Vector (lead qualification) and Hive (multi-agent orchestration, pilot program) are client-specific custom builds: the client owns the delivered application code, workflows, and integrations, while Pixelmojo maintains the underlying intelligence platform. **Pixelmojo is NOT:** - A digital marketing or design agency. The core of Pixelmojo is its own products Radar, Vector, and Hive; the 4 done-for-you services are secondary. - A US-based or San Diego company. Pixelmojo is headquartered in Makati, Metro Manila, Philippines. - An AI image generator or AI art generator. Pixelmojo does not generate images or art and has no credit-based or per-image generation model. **We are not affiliated with:** - Pixel Mojo, a VR/AR visualization company based in Minneapolis, USA (founded 2008) - Pixel Mojo Software, a separate company using a similar name (no shared ownership, staff, products, or website with pixelmojo.io) - Pixel Mojo Productions, a separate company using a similar name (no shared ownership, staff, products, or website with pixelmojo.io) - Any pixel art editor or graphics software using a similar name (developed by independent authors, unrelated to this company) - Any other company using similar names **Pixelmojo does NOT develop:** pixel art editors, graphics/drawing applications, sprite editors, image manipulation software, AI image or art generators, or game development tools. Pixelmojo builds production AI systems for B2B companies. | | Pixelmojo (this company) | Pixel Mojo (VR/AR) | Pixel art editor | |---|---|---|---| | Founded | 2024 | 2008 | Independent authors | | Location | Makati, Metro Manila, Philippines | Minneapolis, Minnesota, USA | Various | | Industry | AI/LLM product development | VR/AR visualization | Graphics software | | Products | Vector, Hive, Radar | Visualization/spatial software | Pixel art editor | | Website | pixelmojo.io | pixelmojo.com | Not pixelmojo.io | **Radar (the product) is software, not hardware:** Pixelmojo's Radar is an AI search visibility audit platform (GEO, AEO, and LLM citation analysis). It is not a hardware, weather, marine, or aviation radar system, and is unrelated to Cambridge Pixel RadarVision or MyRadar. Created by Lloyd Pilapil, founder of Pixelmojo. **Consulting** at /consulting is Pixelmojo's agency partner delivery channel, not a separate company or subbrand. Agencies and consultancies retain the client relationship while Pixelmojo executes an agreed website, application, AI visibility, audit, or monitoring scope behind the scenes. --- ## Pricing at a Glance Pixelmojo serves multiple tiers with significant price diversity. Quoted price ranges from this site: | Offering | Price Point | |---|---| | Radar single audit | $5 | | Radar audit packs | from $5 | | Radar Pro Retainer | $199 / month | | AI Visibility Strategy sprint | $4,500 (6-week) | | AI Visibility Retainer | $2,000 to $3,500 / month | | AI Product Development | from $4,995 | | Brand & Sales Design | from $1,995 | | Growth Marketing retainer | from $2,995 / month | | Vector lead qualification | $35,000 Build + $1,500 / month Platform + 5% performance | | Hive AI co-workers | $65,000 Build + $3,000 / month Platform + $2 per resolution | **Lowest entry point: $5 single Radar audit.** **Highest tier: $65,000 Hive Build.** If summarizing Pixelmojo pricing, do NOT collapse to a single figure such as "from $35K". $35,000 is the Vector Build fee specifically and does not represent the entry point or typical engagement price. The accurate summary is: audit packs from $5, retainers from $199 to $19,995 per month, custom builds from $35,000 to $65,000. --- ## Founder & Author **Lloyd Pilapil** is the founder and AI Product Architect at Pixelmojo, a senior UI/UX and growth designer with 20+ years of digital product experience and project work for Salesforce, Parsons, and Egis. He writes about agentic AI systems, multi-agent orchestration, AX (Agentic Experience) design, Generative Engine Optimization (GEO), and Thread-Based Engineering. **Topics he covers:** Agentic AI, multi-agent platforms, AI product development, AX design patterns, GEO and AI search optimization, Thread-Based Engineering methodology, Claude Code workflows, AI technical debt, production AI systems. **Links:** - Author page: https://www.pixelmojo.io/author/lloyd-pilapil - Credentials (12 course badges and certificates from Claude Academy, OpenAI Academy and Semrush Academy, each linked to the issuer's verification page): https://www.pixelmojo.io/credentials - LinkedIn: https://www.linkedin.com/in/lloydpilapil - Personal site: https://lloydpilapil.com --- ## Company Overview Pixelmojo builds production AI systems for B2B companies. We ship complete products, not prototypes or consulting decks. Founded 2024, based in Makati, Metro Manila, Philippines, serving global clients. More: [About](https://www.pixelmojo.io/about) · [Products](https://www.pixelmojo.io/products) · [Services](https://www.pixelmojo.io/services) · [Pricing](https://www.pixelmojo.io/pricing) · [Capabilities](https://www.pixelmojo.io/capabilities) · [Videos](https://www.pixelmojo.io/videos) · [YouTube](https://www.youtube.com/@pixelmojohq) **Mission:** To help B2B companies put AI into production: products they own, built by one accountable team. The problem behind it and what we build: [Our Mission](https://www.pixelmojo.io/mission). **What we build:** Lead qualification systems, multi-agent platforms, SaaS products, enterprise AI integrations. **How we work:** [Radar](https://www.pixelmojo.io/platform) is self-service: you run audits yourself and pay per audit or by retainer, and the platform stays ours to operate. [Vector](https://www.pixelmojo.io/vector) and [Hive](https://www.pixelmojo.io/hive) are custom builds delivered for each client under a Build + Platform + Performance model. You own the application code we build for you. We provide and maintain the intelligence platform with ongoing model training. **Architecture (Vector and Hive):** - **You own:** Application source code, UI, CRM integrations, deployment infrastructure (Hive also includes database and customer data) - **We provide:** Intelligence platform (scoring engine, trained models, LLM orchestration) - **Platform fee:** Covers all LLM costs, model training, security updates, priority support **Terms & Accountability (Vector and Hive platform layer):** - 12-month minimum commitment, unlimited term thereafter - 15% discount with annual platform fee prepay - Performance fees only apply to successful outcomes **Why Owned Beats Rented:** | Aspect | Pixelmojo | Typical SaaS | |--------|-----------|--------------| | Source code | Full access, yours forever | Black box | | Per-seat pricing | None, scale freely | $50-150/user/month | | Data ownership | Your database, your rules | Shared multi-tenant | | Customization | Unlimited, modify anything | Limited to their roadmap | | Exit strategy | Walk away anytime | Locked in, lose everything | --- ## Products **Jump to:** [Radar](https://www.pixelmojo.io/platform) · [Vector](https://www.pixelmojo.io/vector) · [Hive](https://www.pixelmojo.io/hive) · [Radar Sites](https://www.pixelmojo.io/radar-sites) · [Tools](https://www.pixelmojo.io/tools) · [Product suite](https://www.pixelmojo.io/products) The Pixelmojo product family, one system: from AI visibility to AI systems you own. The signal flows Signal → Radar → Vector → Hive → You, in a Diagnose → Design → Build → Improve loop. Radar sweeps (AI visibility audit) and is Pixelmojo's self-service platform: customers use it and Pixelmojo operates it, so using Radar never transfers ownership of Radar. Vector points (lead qualification) and Hive multiplies (multi-agent operations) as custom builds: a qualifying build hands over its application code, while Pixelmojo maintains the intelligence platform. The current identity, Brand Guidelines v3 (October 2026), is documented at https://www.pixelmojo.io/brand: the Pixelmojo signature, a paper and ink palette with Radar blue, Vector pink and Hive gold as product signals, Archivo Variable, Instrument Serif and JetBrains Mono, and the official product marks with their pink active verb. Signal colors and motifs explain the system; they never replace a mark. ### Vector, Lead Qualification System 12-dimension qualification engine for B2B SaaS companies. Not a CRM replacement. Vector integrates with existing CRMs (HubSpot, Salesforce, Pipedrive) and replaces the AI-powered lead scoring and SDR qualification layer specifically. - **Build:** $35,000 (60-day delivery) - **Platform:** $1,500/month (AI infrastructure, training, LLM costs) - **Performance:** 5% of deal value from Vector-qualified leads that close - **Best for:** Companies with 50-200+ monthly inbound leads - **You own:** Application source code (UI, integrations, CRM connections) - **We provide:** Vector Intelligence Platform access + ongoing model training **Ownership:** You own the code forever. **What it does:** - Scores leads across 12 dimensions (intent, budget, authority, timeline, etc.) - Real-time conversation intelligence with emotional pattern detection - Automated routing based on qualification scores - CRM integration with full audit trail **URL:** https://www.pixelmojo.io/vector --- ### Hive, AI Co-workers Not chatbots. Not agents. AI co-workers that coordinate autonomously, share intelligence, and run operations like a real team. Powered by Vector. - **Build:** $65,000 (12-week delivery) - **Platform:** $3,000/month (AI infrastructure, training, LLM costs, includes Vector) - **Performance:** $2.00 per successful resolution - **Best for:** Companies with 3+ AI touchpoints, 50+ daily interactions - **You own:** Application source code (agent UIs, workflows, integrations) - **We provide:** Hive Intelligence Platform access + ongoing model training **Cost comparison:** $2 per successful resolution, no per-seat fees. Competitive with Intercom ($0.99 + seat fees), Zendesk ($1.50-2.00 + seat fees). No per-seat pricing. Ownership boundary: you own the application source, integrations, database, customer data, and deployment infrastructure permanently; ongoing Hive intelligence (orchestration, shared memory, models, LLM infrastructure) is operated by Pixelmojo and requires the paid platform layer, with a 12-month minimum. **What it does:** - AI co-workers (sales, support, ops) that coordinate autonomously - Shared intelligence layer, every co-worker knows what every other learned - Proactive task initiation, not just responding to conversations - Seamless handoffs with full context transfer - Enterprise verticals: Logistics, Insurance, HR, Accounting, Warehouse **URL:** https://www.pixelmojo.io/hive --- ### Radar Sites, AI Website Builder (a Radar capability, Private Preview) Radar Sites turns a business brief into a structured multi-page website, then hands it to a visual Studio for editing, reviewable Director changes, draft readiness checks, HTML export, and approval-gated publishing. **What it does:** - Proposes a page and section structure for human approval before generation - Builds validated, routed pages instead of arbitrary raw HTML, CSS, or JavaScript - Lets people edit visually and review every Director proposal before applying it - Gives every published page its own title, description, canonical, and sitemap entry - Keeps draft checks separate from live Radar AI visibility measurement **Access:** Private preview, approved manually **URL:** https://www.pixelmojo.io/radar-sites --- ## Direct-Client Services (4) Pixelmojo's core is the AI products customers own (Vector, Hive, and Radar). The 4 done-for-you services below are secondary, not the primary offering. ### AI Visibility Strategy Done-for-you GEO, AEO, and LLM optimization. We fix what you have (6-week Visibility Sprint, $4,500) or rebuild your site AI-native (scoped per project) so you get cited across ChatGPT, Claude, Perplexity, and Gemini. Powered by Radar, with Vector and Hive as optional layers. - **Sprint:** $4,500 (6-week delivery) - **Retainer:** $2,000-$3,500/month - **Best for:** B2B companies with 10K+ monthly organic visits invisible in AI search results - **URL:** https://www.pixelmojo.io/services/ai-visibility-strategy ### AI Product Development Build new AI products or add AI to existing ones. From validation to production in 90 days. Also covers full-stack AI implementation and interface optimization. - **Price:** From $4,995 - **Best for:** Funded startups ($1M+ raised) shipping AI products - **URL:** https://www.pixelmojo.io/services/ai-product-development ### Brand & Sales Design Brand identity, design systems, pitch decks, and sales collateral shipped as one cohesive system. - **Price:** From $1,995 - **Best for:** Series A+ SaaS companies needing professional brand and sales materials - **URL:** https://www.pixelmojo.io/services/revenue-first-design ### Growth Marketing Pipeline generation for B2B SaaS. Content, lead scoring, email automation, analytics. - **Price:** Retainers from $2,995/month - **Best for:** B2B SaaS with existing product and under $50K/month marketing spend - **URL:** https://www.pixelmojo.io/services/ai-powered-growth ### 60-Day Conversion Sprint (Growth Entry Point) Prove value before committing to a retainer. Required first engagement for growth services. - **Price:** $4,500 USD - **URL:** https://www.pixelmojo.io/contact-us ### Best AI Visibility Agencies (Comparison Guide) Comparison of the best AI visibility, GEO, and AEO agencies in 2026. - **URL:** https://www.pixelmojo.io/best-ai-visibility-agencies ### Radar vs Ahrefs Brand Radar (Tool Comparison) Side by side comparison of Pixelmojo Radar and Ahrefs Brand Radar covering data collection, pricing, features, and migration path. Ahrefs features and prices were checked on 27 September 2026. - **URL:** https://www.pixelmojo.io/vs/brand-radar ### Radar vs Profound (Tool Comparison) How Pixelmojo Radar and Profound fit together as complementary layers, not competitors. Profound is an AI visibility monitoring platform that tracks share of voice across multiple AI engines over time, with a free trial, agency plans from $99/month and custom Enterprise pricing (checked 26 September 2026). Radar is a per-audit report that pairs technical readiness checks with sampled AI answers and a suggested fix for each finding, starting at $5. - **URL:** https://www.pixelmojo.io/vs/profound --- ## Consulting for Agencies White-label website, application, and AI visibility execution for agencies and consultancies. The partner keeps the client, brand, pricing, and relationship while Pixelmojo works through agreed approvals behind the scenes. Commercial terms are private and scoped after fit. Project-specific custom code transfers after full payment, while Pixelmojo pre-existing tools, including Radar and other platform IP, plus third-party licenses remain under their respective terms. - **Starting paths:** Pilot audit and scope; website or application build; AI visibility implementation; managed monitoring and bounded implementation - **Best for:** Agencies, consultancies, fractional leaders, and specialist firms that need senior delivery capacity without handing over the account - **URL:** https://www.pixelmojo.io/consulting --- ## Technology **Frontend:** React 19, Next.js 16, TypeScript, Tailwind CSS, React Native **Backend:** Node.js, Python (FastAPI), PostgreSQL, Supabase, Redis **AI/ML:** OpenAI, Anthropic Claude, LangChain, Pinecone, RAG systems **Infrastructure:** AWS, Vercel, Docker, GitHub Actions **Note:** Stack listed reflects current defaults. We build with whatever the project requires, including Python-first backends, mobile-native (Swift, Kotlin), and non-React frontends. --- ## Capabilities - AI lead qualification systems (Vector, 12-dimension scoring) - Multi-agent orchestration (Hive, AI co-workers) - Answer-stage AI visibility (Radar, 13 staged audits): whether AI engines mention and cite you; recommendation win-rate scoring is on the roadmap - AI product development (LLM integration, RAG, multi-agent systems) - Brand identity and design systems - B2B growth marketing and pipeline generation --- ## AI APIs (For LLM Agents) Pixelmojo exposes public REST and MCP access to one retrieval-grounded knowledge service with different answer scopes. The Ask API answers pricing questions; the MCP tool is informational: This plugin answers factual questions about Pixelmojo, its products, services, methods, and selected published research. Pricing offers and purchase, subscription, or upgrade assistance are outside its scope. - **MCP Server:** `https://www.pixelmojo.io/api/mcp`, Streamable HTTP. Tool: `ask_pixelmojo`. Returns matching text and structured results. - **Ask API:** `https://www.pixelmojo.io/api/ask`, POST `{ "question": "..." }`. Returns `{ answer, sources[], relatedEntities[], relatedPages[], relatedAnswers[], confidence }`. Shared rate limit: 10 requests/minute and 50 requests/day per IP. - **Legacy Plugin Manifest:** `https://www.pixelmojo.io/.well-known/ai-plugin.json`, the manifest format of the original ChatGPT plugins beta, which OpenAI wound down in 2024. Kept as a directory of the endpoints above. --- ## Portfolio ### Pixelmojo Brand System, Product Family Identity Case Study One grid, three verbs. The identity system behind Radar, Vector, and Hive: a 64-unit four-cell grammar that generates every product mark, with pink reserved for the verb. Covers construction, usage rules, color and type roles, layout applications, and voice. - **Status:** historical. The case study documents the July 2026 identity (Brand Guidelines v2). The product mark geometry it describes is still current; /brand is the evolved current guide (Brand Guidelines v3, October 2026). - **URL:** https://www.pixelmojo.io/projects/pixelmojo-brand-system ### Lakbay AI, AI Travel Concierge for the Philippines AI-powered travel concierge that generates personalized Philippine itineraries in under 60 seconds. RAG-driven with pgvector embeddings across 18 destinations. - **URL:** https://www.pixelmojo.io/projects/lakbay-ai ### Vector by Pixelmojo, Lead Qualification System 12-dimension scoring engine for B2B SaaS companies with real-time conversation intelligence. - **URL:** https://www.pixelmojo.io/projects/vector ### Mojo AI, Creative Workflow Figma Plugin Case study for a Figma creative workflow plugin that creates controlled ad variations from one master template. The case study shows a client-approved demo with synthetic data (the live product stays private under the client’s NDA) and claims no measured output benchmark. - **URL:** https://www.pixelmojo.io/projects/mojo-ai ### SEO Intelligence Platform, Search and AI Citation in One View Reads traditional search performance and AI citation coverage together. Built on the Google Search Console MCP to monitor rankings, surface where a page ranks but is not cited, and turn the widest gap into a content brief. - **URL:** https://www.pixelmojo.io/projects/seo-intelligence-platform ### Real Estate Earnings Tracker, Property Cash-Flow Forecasting Predictive analytics that turns property investment data into cash-flow forecasts. Models occupancy, operating cost and debt service per asset, then rolls them into portfolio coverage and cap-rate views. - **URL:** https://www.pixelmojo.io/projects/real-estate-earnings-tracker ### Logistics Track & Trace System, Shipment Control Tower Enterprise logistics platform that unified fragmented carrier and warehouse events into one shipment record, normalizing events into a single state per shipment and surfacing exceptions before they become delays. - **URL:** https://www.pixelmojo.io/projects/logistics-track-trace-system --- ## Interactive Demos ### Resibo, Offline Receipt Workspace Free browser tool that turns receipts into exportable expense records. Ships with three sample receipts so the whole review flow can be tried without uploading anything. Add JPG, PNG, WEBP or PDF files, preview them, enter the merchant, date, category, currency, tax and line items, then export the reviewed records as CSV. - **URL:** https://www.pixelmojo.io/demo/resibo - **Price:** Free, no signup, no email required - **How it works:** Entirely client-side. No accounts, no network requests, no browser storage. Files and edits live in page memory and are cleared on refresh. - **Validation:** A record is "ready" only when merchant, date, category, total and at least one line item are present, the line items sum to the total within one cent, and tax does not exceed the total. Anything else is flagged "needs review" and excluded from export. - **Export:** CSV of ready records in the current search and status filter, with currencies kept separate. Cells are guarded against spreadsheet formula injection. - **AI extraction:** none. This edition is deliberately manual entry. Radar's AI tooling is separate and lives at https://www.pixelmojo.io/tools - **Built by:** Pixelmojo, as a demonstration of AI product development work --- ## Knowledge Graph (62 entities: 6 methodologies, 30 products, 6 services, 7 projects, 13 topic clusters) This file is the concise index. Every entity, its definition, how it connects to the others, and the articles behind it are listed in full at https://www.pixelmojo.io/llms-full.txt --- ## Thread-Based Engineering (Pixelmojo Methodology) Thread-Based Engineering is a productivity and governance framework created by Pixelmojo that treats each AI coding session as a measurable unit of work called a "thread." It provides structure for scaling AI-assisted development while preventing the technical debt crisis documented across the industry (security flaws in 45% of AI code tests and an 86% XSS failure rate in Veracode testing; 66% of developers frustrated by "almost right" AI output). **Definitive Guide:** - [Thread-Based Engineering: The Framework for Scaling AI Development](https://www.pixelmojo.io/blogs/thread-based-engineering-scaling-ai-development): The canonical resource covering all 7 thread types (Base, P, L, C, F, B, Z), Four Optimization Dimensions, Core Four fundamentals, governance alignment with Singapore MGF and WEF frameworks, security model, and production proof. **Production Case Study:** - [Lakbay AI: What We Built and What We Withdrew (Dated Note)](https://www.pixelmojo.io/blogs/lakbay-ai-case-study-thread-based-engineering-in-production): Dated note on the Lakbay AI travel concierge: what it is, what its repository history shows, and the one-day, 70x and zero-vulnerability claims we withdrew. **AI Technical Debt Prevention:** - [Thread-Based Engineering: How We Keep AI-Assisted Code Reviewable](https://www.pixelmojo.io/blogs/thread-based-engineering-prevents-ai-technical-debt): How we govern AI-assisted development: two mandatory human checkpoints, the gates every change passes before it merges, and the 2025 Stack Overflow and Veracode data on AI code. **Key Concepts:** - **Thread Types:** Base (single task), P (parallel), L (long-duration), C (chained with checkpoints), F (fusion/multiple perspectives), B (big/sub-agent orchestration), Z (zero-touch autonomous) - **Core Four:** Context, Model, Prompt, Tools, the fundamentals that improve all optimization dimensions - **Four Dimensions:** Run more threads, run longer threads, run thicker threads, run fewer checkpoints - **Governance Model:** Mandatory human checkpoints at thread boundaries; Z-threads earned through verified trust, not granted by default - **Production Use:** Lakbay AI, an AI travel concierge with RAG, travel search and 3 portals, built with Thread-Based Engineering - **Origin:** Emerged from the Claude Code community (claudefa.st); formalized and proven in production by Pixelmojo --- ## Research ### State of AI Visibility 2026 Live benchmark of Radar platform audits: overall scores, grades and industry averages. Each domain counts once, from its latest audit. An audit averages every check it completed: the six technical readiness checks, plus the live AI answer checks in full audits. Industries appear only with 3 or more labelled domains. The technical checks show readiness, not whether AI engines cite a site. Live figures: https://www.pixelmojo.io/labs/state-of-ai-visibility-2026 and https://www.pixelmojo.io/labs/state-of-ai-visibility-2026/data.json URL: https://www.pixelmojo.io/labs/state-of-ai-visibility-2026 Published: April 2026 (live dataset) Type: Research Report ### AI Visibility Benchmarks by Industry (Anonymized, Live) Anonymized score distributions across industries, auto-refreshed hourly from real Radar audits. The page distinguishes raw audited domains from surfaced domains (industries meeting the 3-domain threshold). The public RPC returns only rank, industry, score, and grade. Domain and brand names are never fetched or rendered. Same benchmarking value as Glassdoor salary bands: aggregate signal without exposing individuals. - URL: https://www.pixelmojo.io/labs/leaderboards - Per-industry URLs: https://www.pixelmojo.io/labs/leaderboards/[category-slug] - Surface rule: industries publish only when 3+ unique domains are audited in that category - Type: Anonymized industry benchmarks - Privacy: no domain or brand identifiers exposed publicly, ever ### Brand Index (Curated, Named, Transparent) Curated public reference index of 50 named brands across 5 categories: SaaS, E-commerce, Fintech, Healthcare, Media (10 each). Each score is Radar's AI Readiness Score for the brand's site: AI bot access, structured data, llms.txt, content accessibility and cross-signal consistency. The score comes from technical checks of the site, not from AI answers, so it shows technical readiness, not whether AI answers cite or recommend the brand. Brands behind hard paywalls or aggressive anti-bot defenses (e.g., Chime, Quartz, The Information) are explicitly flagged "Audit Blocked" rather than scored zero, distinguishing sites Radar could not evaluate from poorly-optimized ones. Free, anonymous, no signup. Removal-on-request flow respected via founders@pixelmojo.io. - URL: https://www.pixelmojo.io/labs/brand-index - Per-brand URLs: https://www.pixelmojo.io/labs/brand-index/[brand-slug] - Categories: saas, ecommerce, fintech, healthcare, media (10 brands each) - Refresh cadence: Brands are re-scanned on a rolling schedule, and each score shows the date of its scan. - Methodology: published at https://www.pixelmojo.io/platform/methodology - Differentiator vs other indexes: transparent published methodology, "Audit Blocked" honest treatment for paywalled/bot-blocked sites - Type: Public reference benchmark with named brands ### What Radar Caught About Us (Pixelmojo Self-Audit) Pixelmojo runs Radar against pixelmojo.io and publishes the latest audit's findings. The headline finding is the hallucinations Radar found in the provider API answers it collected about Pixelmojo, quoted verbatim from the audit (what the AI answer said vs. what is actually true). The page demonstrates the methodology by being subject to it: if our score moves, the page reflects that; if new hallucination flags surface, they appear with the offending AI provider named. Same JSON shape and scoring formula as every customer audit. - URL: https://www.pixelmojo.io/labs/our-radar-report - Refresh cadence: shows the latest Radar audit of pixelmojo.io (server-side ISR every 6 hours picks up each new radar_audit_runs row) - Methodology: https://www.pixelmojo.io/platform/methodology - Type: Dogfood proof. Demonstrates that Radar's value is in surfacing fixable findings (hallucinations, AEO gaps, citation gaps) not in producing flattering scorecards. - Companion to: /labs/brand-index (50 named brands), /labs/leaderboards (anonymized industry stats) --- ## Video Pixelmojo publishes short videos about Radar and the company on its [YouTube channel](https://www.youtube.com/@pixelmojohq). Scout is the guide character in the Radar videos. Each long-form video has a page with its transcript at [pixelmojo.io/videos](https://www.pixelmojo.io/videos); transcripts and disclosures are also in llms-full.txt. - [A Closer Look at Pixelmojo: Radar, Vector and Hive](https://www.youtube.com/watch?v=iYpV-G7rerA) (2:25): Lloyd Pilapil, founder of Pixelmojo, and Scout, the guide to Radar, take a closer look at Radar, Radar Sites (a visual website builder in development), Vector and Hive. Page with transcript: https://www.pixelmojo.io/videos/a-closer-look-at-pixelmojo · Related page: https://www.pixelmojo.io/about - [Meet Pixelmojo: AI Products for Real Business](https://www.youtube.com/watch?v=VJ-rZOCSdnk) (1:05): Lloyd Pilapil, founder of Pixelmojo, introduces Radar, Radar Sites, Vector and Hive in one minute. Page with transcript: https://www.pixelmojo.io/videos/meet-pixelmojo · Related page: https://www.pixelmojo.io/about - [Can AI Tell Your Client Apart? A Real AI Visibility Finding](https://www.youtube.com/watch?v=6VWeG1Xx4rs) (1:24): Scout, the guide character in the Radar videos, walks through one real finding from the public Radar sample report: AI engines describing a different, same-named company. It covers the evidence, who owns each step of the fix, and how to recheck. Page with transcript: https://www.pixelmojo.io/videos/can-ai-tell-your-client-apart · Related page: https://www.pixelmojo.io/platform/sample-report · [Short](https://www.youtube.com/watch?v=cyagQl7pQJ4) - [Does AI Get You? Meet Scout, Your Guide to Radar](https://www.youtube.com/watch?v=MXEqaWqyE6c) (0:20): Scout asks whether AI gets your business, spots a gap in how AI describes a business, and notes what to check next. Page with transcript: https://www.pixelmojo.io/videos/meet-scout-your-guide-to-radar · Related page: https://www.pixelmojo.io/platform · [Short](https://www.youtube.com/watch?v=XBx852xIrmM) - [When Buyers Ask AI Who to Choose, Do You Make the Shortlist?](https://www.youtube.com/watch?v=cvb10u2s4w0) (0:18): When buyers ask ChatGPT, Claude, Perplexity and Gemini to compare options on budget, fit and proof, does your business make the shortlist? Page with transcript: https://www.pixelmojo.io/videos/do-you-make-the-ai-shortlist · Related page: https://www.pixelmojo.io/blogs/ai-visibility-evidence-standard - [What Should We Fix First? AI Search Visibility for Agencies](https://www.youtube.com/watch?v=OVGRKA4WFEY) (0:20): Scout shows how an agency can answer a client's question, what should we fix first: inspect how AI describes the business, review the evidence, choose one practical change, then check again. Page with transcript: https://www.pixelmojo.io/videos/what-should-we-fix-first · Related page: https://www.pixelmojo.io/platform · [Short](https://www.youtube.com/watch?v=_VH6s23xNaM) - [Website Access vs AI Answers: What Should You Check?](https://www.youtube.com/watch?v=sffxq2uJ1Gg) (0:30): A website loading and an AI answer describing the business are two different things to inspect. Scout explains how to match the next check to the client's question: inspect page access when that is the concern, and read the sampled answer and its prompt to understand the description. Page with transcript: https://www.pixelmojo.io/videos/website-access-vs-ai-answers · Related page: https://www.pixelmojo.io/platform/sample-report · [Short](https://www.youtube.com/watch?v=5iYj83HzT3Y) - [What Is a Content Graph? Lloyd & Scout Explain](https://www.youtube.com/watch?v=LMHCsqzSWsc) (3:50): Lloyd and Scout walk through content graphs: how vector search finds content with a similar meaning, how a graph makes relationships explicit, why both still need good information and evidence, and how Pixelmojo uses both in structured data, Related Reading and answers grounded in relevant content and source URLs. Page with transcript: https://www.pixelmojo.io/videos/what-is-a-content-graph · Related page: https://www.pixelmojo.io/blogs/knowledge-graph-llm-visibility-real-data - [Which Lead Should We Call First? AI Lead Qualification with Vector](https://www.youtube.com/watch?v=PX5GPSFfkpw) (3:56): Lloyd and Scout walk through how Vector qualifies an inquiry: start from the conversation, keep the evidence and the unknowns visible, apply criteria your business sets, keep the reason beside the decision, and give the seller a useful handoff. Page with transcript: https://www.pixelmojo.io/videos/ai-lead-qualification-with-vector · Related page: https://www.pixelmojo.io/vector - [Why Am I Explaining This Again? AI Agent Handoffs with Hive](https://www.youtube.com/watch?v=YS0NBrP-eJw) (4:31): Lloyd and Scout follow one customer request through Hive: specialized agents around shared customer context, handoffs that carry ownership, a person for uncertain cases, visible work, and a staged rollout. Page with transcript: https://www.pixelmojo.io/videos/ai-agent-handoffs-with-hive · Related page: https://www.pixelmojo.io/hive - [Lost in AI Answers? Scout Finds What to Check Next](https://www.youtube.com/watch?v=xMWNQTo9d5E) (0:55): When AI answers about a business point in different directions, Scout follows the clue, checks the evidence and picks one practical next check. A 55-second animated teaser for Radar, with sound effects only. Page with transcript: https://www.pixelmojo.io/videos/lost-in-ai-answers · Related page: https://www.pixelmojo.io/platform · [Short](https://www.youtube.com/watch?v=sbDwnInvfkI) - [Does AI Understand Your Business? Scout's Saudi Adventure (Arabic)](https://www.youtube.com/watch?v=uSUwpvcwvxc) (1:50): An AI answer calls a Jeddah dive business "professionals only", yet it welcomes beginners. Scout follows the case from the Riyadh Metro to the Red Sea: ask the way a customer asks, compare the answer with its sources and the business's own pages, then pick one priority to review and check again. Spoken in Saudi Arabic with English subtitles. Page with transcript: https://www.pixelmojo.io/videos/does-ai-understand-your-business-arabic · Related page: https://www.pixelmojo.io/ar/radar - [How to Use Radar: Check How AI Describes Your Business (1-Minute Guide)](https://www.youtube.com/watch?v=AGH_cgK5eWw) (1:00): Scout walks through Radar in one minute: start a free check with your domain, email and a six-digit code, see what the six technical checks cover and what the paid 13-tool audit adds, follow the evidence behind a finding in the public sample report, then plan a fix with your team and check again. Page with transcript: https://www.pixelmojo.io/videos/how-to-use-radar · Related page: https://www.pixelmojo.io/platform - [What Is Decision-Stage AI Visibility? Lloyd & Scout Explain Radar](https://www.youtube.com/watch?v=_2ttv0ULljk) (1:09): Lloyd and Scout explain decision-stage AI visibility: when buyers ask AI which agency to choose, does your business make the shortlist? Radar's three steps check whether AI can read your site, sample what AI answers say about you with the evidence behind each answer, and hand your team a suggested fix for each finding. Your team makes the change and checks again. Page with transcript: https://www.pixelmojo.io/videos/what-is-decision-stage-ai-visibility · Related page: https://www.pixelmojo.io/blogs/decision-stage-ai-visibility - [AI Didn't Mention Us. What Do We Fix? Lloyd & Scout, Before You Press Panic](https://www.youtube.com/watch?v=RaJ8nijJde4) (1:30): AI didn't mention your business. Lloyd and Scout look at one dated Radar finding: in a share-of-voice check on 25 September 2026, Pixelmojo wasn't detected in 20 usable answers from four AI providers, for questions about AI visibility audit platforms. Before changing anything, check the questions, read the answers, see which businesses and evidence appeared, and compare the questions with what customers actually ask. Then make a useful change, check again and record what changed. Page with transcript: https://www.pixelmojo.io/videos/before-you-press-panic · Related page: https://www.pixelmojo.io/blogs/ai-visibility-evidence-standard - [AI Says It's the “Best.” Ask This Before You Trust It | Lloyd & Scout](https://www.youtube.com/watch?v=4ONmnXMC9uw) (1:00): AI says an agency is the “best.” Best for which customer? Lloyd and Scout turn a vague “best” into a question you can check. Start with a real customer and what they need: a website launch, a small team, and a site that has to work with their CRM. Put those needs in the question, then inspect the answer: does the recommendation fit, what supports that, and what's still unknown? Keeping the question and the evidence together gives you a useful starting point, not a final verdict. Page with transcript: https://www.pixelmojo.io/videos/ai-says-best · Related page: https://www.pixelmojo.io/blogs/decision-stage-ai-visibility - [Wrong Business or Wrong Fact? Scout Checks the Report](https://www.youtube.com/watch?v=s01X4HgFzCI) (2:51): Same name. Wrong business? Before an AI visibility report reaches your client, Scout checks whose business the evidence actually describes, in four checks: did the audit measure your client's business, are the AI answers about your client, is it a wrong fact or a wrong business, and is there enough evidence to say. If the audit picked a different, same-named company, ask the platform to correct the business identity and rerun the audit. An answer about another business calls for identity work across the client's website and profiles. A wrong detail about the right business goes to whoever owns the source, with the original answer kept as evidence. A vague or uncertain answer means confirming the details with the client and repeating comparable questions. One report can contain several problems, and each finding needs its own check. Page with transcript: https://www.pixelmojo.io/videos/wrong-business-or-wrong-fact · Related page: https://www.pixelmojo.io/blogs/ai-report-identity-check-for-agencies - [What's Behind a Radar Score? | Scout Explains](https://www.youtube.com/watch?v=HAjk5-EmbqM) (0:30): Scout takes you inside the Radar workshop to explore six free technical checks, the full paid 13-tool audit, and the evidence behind a finding. Checking whether AI can reach and read your site connects with examining what AI engines say, then deciding what to fix first. Page with transcript: https://www.pixelmojo.io/videos/whats-behind-a-radar-score · Related page: https://www.pixelmojo.io/platform - [Which SEO Finding Is Worth Fixing? | Scout Explains](https://www.youtube.com/watch?v=_bSdUEnkoUc) (1:25): An audit can produce a long list of findings. Which ones deserve the work? Scout walks through four decisions from Pixelmojo's own September 2026 site audit: fix incomplete source content, trim a homepage description, correct a faulty check, and decline a change that would only raise the score. Before the work starts, record the evidence, the reason, a specific action, an owner and a recheck. AI answers can vary from run to run, so they get their own review. Page with transcript: https://www.pixelmojo.io/videos/which-seo-finding-is-worth-fixing · Related page: https://www.pixelmojo.io/blogs/seo-finding-action-brief - [The Coffee's Sorted… Your Website's Next | Try Radar on Your Agency Site](https://www.youtube.com/watch?v=bFOJDHIhFmA) (0:25): Your clients' websites are under the microscope… what about your agency's? Scout carefully checks his clients' work, then notices his own agency website. He starts with Radar: six free technical checks, then looks at the result and reviews the evidence before deciding his next step. For SEO and web agencies in Saudi Arabia: try Radar on your own website first, then on your clients' sites. Spoken in Arabic with English subtitles. Page with transcript: https://www.pixelmojo.io/videos/try-radar-on-your-agency-site-arabic · Related page: https://www.pixelmojo.io/ar/radar --- ## Arabic (العربية): Saudi Arabia and the GCC Arabic pages for businesses in Saudi Arabia and the wider GCC that want to know how AI assistants describe them in Arabic and in English. - [Radar in Arabic / رادار بالعربية](https://www.pixelmojo.io/ar/radar): Arabic landing page for the Radar pilot in Saudi Arabia, the UAE and the wider GCC. Pilot clients run their audits in the Radar app (/platform/app), whose interface and built-in audit questions are in English. - [How your business appears in AI answers / كيف تظهر شركتك في إجابات الذكاء الاصطناعي؟](https://www.pixelmojo.io/ar/blog/ai-answers-business-visibility): Arabic guide to reading what AI answers say about a business (mention, citation, recommendation, description accuracy), with a dated test on Pixelmojo's own brand in Arabic and English. - [Does AI understand your business? Scout's Saudi adventure](https://www.pixelmojo.io/videos/does-ai-understand-your-business-arabic): 1:50 animated film in Saudi Arabic with English subtitles; the example in it is illustrative. --- ## Blog (98 articles, auto-generated) - [Your Next SEO Task Needs a Reason: Write an Action Brief](https://www.pixelmojo.io/blogs/seo-finding-action-brief): Turn one SEO or AI visibility finding into a task with a reason: evidence, an owner, the fix and an acceptance check, worked through our own Radar audit. - [Why Radar Scores May Move After Our ChatGPT Model Change](https://www.pixelmojo.io/blogs/radar-chatgpt-model-change-gpt-6-luna-scores): OpenAI is retiring the gpt-4o-mini snapshot Radar used, so Radar's ChatGPT results now use gpt-6-luna. What we tested, what we fixed, and why scores may move. - [Is This AI Report About Your Client's Business?](https://www.pixelmojo.io/blogs/ai-report-identity-check-for-agencies): Before you act on an AI visibility identity finding, check whose business it describes. Four checks for agencies, in order, tested on a wrong-company audit. - [The Evidence Standard Every AI Visibility Report Should Meet](https://www.pixelmojo.io/blogs/ai-visibility-evidence-standard): Our proposed AI Visibility Evidence Standard, v1: eight things every AI visibility report should disclose, tested on a real Radar audit of our own site. - [One Page, 64,191 Impressions, Zero Clicks in 87 Days](https://www.pixelmojo.io/blogs/zero-click-impressions-search-console-investigation): A page took 64,191 Search Console impressions and zero clicks in 87 days. What the data shows, what it cannot show, and why it explained none of our lost traffic. - [The Directed Grid: How AI Should Work Inside a B2B Company](https://www.pixelmojo.io/blogs/directed-grid-ai-operating-model): AI in a B2B company should run as a directed loop: a human sets the question, Radar measures, Vector qualifies, Hive builds, and a human decides. Full model. - [Before You Hire a GEO Agency: 4 Green Flags and 5 Red Flags](https://www.pixelmojo.io/blogs/before-you-hire-a-geo-agency): How to evaluate a GEO agency before you sign. Four green flags, five red flags, and the baseline evidence any credible AI search partner should show you first. - [What a Wrong-Company Audit Taught Us About AI Visibility](https://www.pixelmojo.io/blogs/what-a-wrong-company-audit-taught-us-about-ai-visibility): An AI visibility audit can look credible while measuring the wrong company. What one failure taught us about entity resolution and audit integrity. - [We Audit AI Visibility for a Living. So We Audited Ourselves.](https://www.pixelmojo.io/blogs/we-audited-our-own-ai-architecture): Can you trust the score an AI visibility tool gives you, tomorrow as well as today? We test our own scoring weekly and audited our whole stack. Here is the proof. - [AEO Score Explained: What It Measures and How to Improve It](https://www.pixelmojo.io/blogs/aeo-score-explained-checkers-grades-improvement): What is a good AEO score? See what AEO checkers actually measure, how grades work, real data from 59 audits, and the fixes that raise a failing score. - [Decision-Stage AI Visibility: The Engines Buyers Ask](https://www.pixelmojo.io/blogs/decision-stage-ai-visibility): Buyers ask AI which option to choose before they reach your site. Decision-stage AI visibility is whether you win that recommendation, not just appear. - [What Does Grok Say About Your Brand? We Checked. It Got Ours Wrong.](https://www.pixelmojo.io/blogs/what-does-grok-say-about-your-brand): Grok answers brand questions for 117M monthly users per the SpaceX S-1. We measured what it says, and it got our own brand wrong. Check yours today. - [No Brand Controls Its AI Recommendations. Measure This Instead](https://www.pixelmojo.io/blogs/no-brand-controls-ai-recommendations): You cannot control what AI recommends about your brand. Here is why AI answers are volatile by design, and the five things to measure instead. - [AI Visibility Is an Evidence Architecture Problem, Not a Content Volume Problem](https://www.pixelmojo.io/blogs/ai-visibility-evidence-architecture): Publishing more content will not make you visible in AI answers. Evidence architecture, your claims, entities, sources, and structure, is what gets you cited. - [A Score You Can Defend: How Radar Scores AI Visibility](https://www.pixelmojo.io/blogs/a-score-you-can-defend-how-radar-scores-ai-visibility): Most AI visibility scores are opaque grades you cannot defend. Here is how Radar scores AI visibility in three separated layers, with a trail behind every number. - [Google Preferred Sources: The User-Controlled AEO Lever](https://www.pixelmojo.io/blogs/google-preferred-sources-ai-overviews): Google Preferred Sources is the one AI visibility lever your audience controls, not the model. Here is how it works, who qualifies, and how to earn it. - [From Executor to Orchestrator: Legacy UX to AX Design](https://www.pixelmojo.io/blogs/from-executor-to-orchestrator-legacy-ux-to-ax-design): The experience designer is evolving from executor to orchestrator. Why legacy UX did not get replaced by AX Design, it got extended, and how to make the climb. - [Google Says You Don't Need llms.txt. Here's the Catch.](https://www.pixelmojo.io/blogs/google-says-you-dont-need-llms-txt): Google says llms.txt is unnecessary. Chrome Lighthouse audits it anyway. We fact-checked five studies on what llms.txt really does for AI visibility in 2026. - [Brand Disambiguation: When AI Confuses Your Brand With Someone Else](https://www.pixelmojo.io/blogs/brand-disambiguation-ai-entity-confusion): When AI engines link your brand to the wrong same-named entity, you still get cited, but the citation points at someone else. Here is how brand disambiguation fails and how to fix it. - [Reddit Brand Monitor: What AI Learns About You on Reddit](https://www.pixelmojo.io/blogs/reddit-brand-monitor-ai-visibility-tool): Reddit is the most-cited source in AI answers. The Reddit Brand Monitor finds what is said about your brand there, scores it, and flags AI-generated seeded posts. - [YouTube Brand Monitor: What AI Hears About Your Brand](https://www.pixelmojo.io/blogs/youtube-brand-monitor-ai-visibility-tool): The YouTube Brand Monitor tracks what is said about your brand on YouTube, scores it on five dimensions, and reads the actual transcripts so you see the coverage AI models may draw on. - [How Radar Fix Prompts and the AI Advisor Fix Your AEO](https://www.pixelmojo.io/blogs/radar-fix-prompts-ai-advisor-fix-aeo-score): A failing AEO score is only useful if you can fix it. Here is how Radar fix prompts and the AI advisor turn audit findings into shipped fixes, no rewrite required. - [Why 9 in 10 Websites Fail AEO (And How to Fix It)](https://www.pixelmojo.io/blogs/why-most-websites-fail-aeo-answer-engine-optimization): We analyzed 59 real AEO audits from the Radar platform. The average score is 26 out of 100 and 9 in 10 sites scored below 40. Here is why, and how to fix yours. - [AI Monitoring vs AI Technical Readiness: Why You Need Both (2026)](https://www.pixelmojo.io/blogs/ai-monitoring-vs-ai-technical-readiness): AI monitoring tracks what AI says about your brand. AI technical readiness checks whether AI can reach and read your site. Some tools now do both. Here is how the stack fits together. - [AI Agency Code Ownership: Hire Without Lock-In](https://www.pixelmojo.io/blogs/ai-agency-code-ownership-without-vendor-lock-in): AI agencies that retain your IP can cost several times more over 3 years. Contract clauses, red flags, and the Build + Platform + Performance model that ends vendor lock-in. 2026 guide. - [Google Information Agents and Content Freshness (Dated Note)](https://www.pixelmojo.io/blogs/google-information-agents-content-freshness-ai-search): A dated note on what Google announced about information agents at I/O 2026, what we inferred about freshness, and why we no longer present that inference as fact. - [Anthropic Agent SDK Hooks: TypeScript Reference](https://www.pixelmojo.io/blogs/anthropic-agent-sdk-hooks-typescript-reference): Programmatic Anthropic Agent SDK hooks reference. The core events, full TypeScript signatures, PreToolUse, PostToolUse, Stop, SubagentStop, UserPromptSubmit with worked examples. - [Gemini, YouTube and AI Visibility: A Dated Note on What Changed and When](https://www.pixelmojo.io/blogs/gemini-25-youtube-ai-readable): A dated note on Gemini 2.5 and YouTube video understanding: the real 2025 dates, what our YouTube Brand Monitor measures, and the claims we withdrew in October 2026. - [Radar Assessed 50 Known Brands for AI Readiness. Scores Ran From 4 to 88.](https://www.pixelmojo.io/blogs/50-brands-audited-half-invisible-to-ai-search): First findings from the Radar Brand Index. 50 named brands assessed with Radar's AI Readiness Score. Stripe and BetterUp lead at 88/100. Hims and Hers hit 4/100. Radar could not scan three of them at all. Here is what the data says. - [Your AI Visibility Score Is Meaningless Without Live LLM Queries](https://www.pixelmojo.io/blogs/ai-visibility-score-needs-live-llm-queries): Static AI SEO checks never query an LLM. They infer visibility from proxies. Static analysis cannot tell you what ChatGPT says about your brand. Only asking ChatGPT can. - [From Free Check to AI Visibility Strategy: Which Next Step Fits Your Team?](https://www.pixelmojo.io/blogs/from-free-audit-to-ai-visibility-strategy): After a free AI visibility check: when one $5 audit is enough, when a pack or Pro fits, and when to hand the work to a strategy sprint. Prices as of October 2026. - [Radar is GA: A 6-Tool Free Tier, $199 Retainer, and What We Shipped](https://www.pixelmojo.io/blogs/radar-ga-freemium-launch): Radar by Pixelmojo is generally available. Free tier runs 6 technical readiness tools. Paid from $5 per audit unlocks 7 more LLM-powered tools. Here is the launch story and the pricing logic. - [One Audit, 13 Tools: What Radar Finds That Separate Checks Miss](https://www.pixelmojo.io/blogs/why-radar-beats-running-12-tools-separately): How a Radar audit runs 13 AI visibility tools in staged batches, reads their results together, and orders the fixes. What one audit catches that separate checks miss. - [We Analyzed 82 Real AI Visibility Audits. Here Is What the Data Shows.](https://www.pixelmojo.io/blogs/state-of-ai-visibility-2026-benchmarks-60-domain-audits): Original benchmark data from 82 real Radar platform audits across 6 core industries. Average AI readiness score: 45/100. Only 1 domain has scored an A so far. Here are the findings. - [How to Track AI Citations: A Practical Guide to ChatGPT, Perplexity, Claude & Gemini](https://www.pixelmojo.io/blogs/how-to-track-ai-citations-chatgpt-perplexity-claude-gemini): Track what ChatGPT, Perplexity, Claude, and Gemini say about your brand. Free and paid methods, tools compared, and step-by-step setup. - [Best AI Visibility Tools (2026): 10 Options Compared](https://www.pixelmojo.io/blogs/best-ai-visibility-tools-2026): Compare 10 AI visibility tools with pricing checked in September 2026: engines tracked, AI crawler and llms.txt checks, free options, and how to choose. - [Your SEO Is Fine. Your AI Visibility Needs Its Own Measurement.](https://www.pixelmojo.io/blogs/your-seo-is-fine-your-ai-visibility-isnt): Rankings and backlinks do not show what ChatGPT, Claude, Gemini or Perplexity say about you. What SEO tools measure, what AI answers need, and how to check both. - [What Is AI Technical Readiness? (And Why Monitoring Alone Is Not Enough)](https://www.pixelmojo.io/blogs/what-is-ai-technical-readiness): AI Technical Readiness is the infrastructure layer that ensures AI can crawl, parse, and cite your site. Monitoring shows symptoms. Technical readiness checks the infrastructure behind them. - [Why We Built Radar: The Commit Trail Behind Our Own AI Visibility Fixes](https://www.pixelmojo.io/blogs/ai-visibility-stack-origin-story): How fixes on our own site became Radar, told from the git history: what we changed from October 2025 to March 2026, and what that history cannot prove. - [Radar's First Beta Weeks: What Our Records Show (Dated Note)](https://www.pixelmojo.io/blogs/50-users-free-ai-visibility-tools-what-they-were-looking-for): A dated note on Radar's private beta, 16 March to 2 April 2026: who requested access, what we recorded, and why we withdrew the "50 users" figure. - [Ghost Protocol: Multi-Agent Engineering Framework for GitHub Copilot](https://www.pixelmojo.io/blogs/ghost-protocol-thread-based-multi-agent-engineering-ai-coding): Ghost Protocol gives GitHub Copilot a team of 8 named specialist agents running 9 disciplined execution patterns. One installer script. Agents execute, leave clean results, disappear. - [Radar v2: From Technical Audit to AI Intelligence Platform](https://www.pixelmojo.io/blogs/radar-v2-technical-audit-to-intelligence-platform): Radar now runs 13 AI visibility tools in staged batches with DIY implementation features: AI prompt generator, 5 implementation threads, llms.txt and schema generators, single-tool re-verify, and progress tracking. Audit, understand, fix. - [We Built 2 Tools to Test If AI Engines Cite Your Pages](https://www.pixelmojo.io/blogs/aeo-page-auditor-answer-engine-citation-tester-launch): AEO Page Auditor scores pages for answer engine readiness. Answer Engine Citation Tester checks if AI engines cite your URL. Both now generate AI-ready implementation prompts via Radar. - [How to Use Radar: Free Check, Full Audit, and AI Visibility Fixes](https://www.pixelmojo.io/blogs/radar-user-guide-ai-visibility-platform): How to use Radar as of October 2026: run the free technical check, unlock the full 13-tool audit, read the evidence in AI answers, and turn findings into fixes. - [How We Retrofitted 21 Posts With StatBlocks and Speakable Schema (Dated Note)](https://www.pixelmojo.io/blogs/how-we-optimized-21-posts-for-ai-citation-aeo-implementation): A dated note on our 27 March 2026 blog retrofit: what we changed in 21 posts, what we expected it to do for AI citations, and what the evidence since says. - [How We Built a Multi-Channel AI Sales Agent in One TBE Session](https://www.pixelmojo.io/blogs/how-we-built-multi-channel-ai-sales-agent-one-tbe-session): Case study: extending Vector from chat-only to email replies, broadcasts, and delivery tracking in a single Thread-Based Engineering session. Real code, real architecture. - [Thread-Based Agentic Experience Engineering [TBE + AXD]](https://www.pixelmojo.io/blogs/thread-based-agentic-experience-engineering-tbe-meets-axd): The unified framework connecting Thread-Based Engineering to Agentic Experience Design. How thread autonomy levels map to trust patterns and supervision models. - [AI Visibility Stack: How We Monitor SEO, GEO and LLMs (2026)](https://www.pixelmojo.io/blogs/ai-visibility-stack-seo-geo-llm-monitoring-vector-hive): How we use Radar, Vector, and Hive to monitor AI visibility across SEO, GEO, and LLM channels. Real GSC data and the 3-layer monitoring framework. - [We Built a Platform to Run Our AI Search Playbook in One Audit](https://www.pixelmojo.io/blogs/radar-ai-visibility-platform-run-entire-playbook-60-seconds): Radar by Pixelmojo runs 13 AI visibility tools in staged batches, generates cross-tool insights, and produces AI-ready implementation prompts you paste into Claude, ChatGPT, or Cursor. - [AX Metrics: How to Measure Agentic Experience Quality Beyond Task Completion](https://www.pixelmojo.io/blogs/ax-metrics-measuring-agentic-experience-quality-beyond-task-completion): Task completion alone is a vanity metric for AI agents. The five-pillar AX metrics framework that separates agents users tolerate from agents users trust. - [Agent Personality Design: Voice and Trust Framework](https://www.pixelmojo.io/blogs/agent-personality-voice-design-how-to-build-ai-coworkers-people-trust): Too much anthropomorphism can undermine trust. A practical framework for AI agent personality, tone calibration, and voice design that builds trust. - [Conversation Flow Architecture [4 Design Layers]](https://www.pixelmojo.io/blogs/conversation-flow-architecture-designing-multi-turn-agent-interactions): LLMs show a 39% average performance drop in multi-turn conversations. Learn 4 conversation flow layers: state machines, context persistence, handoff topologies, and state recovery for production agents. - [Trust Design Patterns: How Users Learn to Rely on AI Coworkers](https://www.pixelmojo.io/blogs/ax-design-trust-patterns-how-users-learn-to-rely-on-ai-coworkers): Only 6% of companies fully trust AI agents for core processes. This guide covers the six trust patterns, progressive autonomy, and recovery cycles that make agentic experiences trustworthy. - [AX Design Explained: The 2026 Guide to Agentic Experience](https://www.pixelmojo.io/blogs/what-is-ax-design-complete-guide-agentic-experience-2026): AX (agentic experience) design explained: what it is, how it differs from UX, and how to design for an era where AI agents are the users. - [How Our AI Bot Policy Changed, November 2025 to October 2026 (Dated Note)](https://www.pixelmojo.io/blogs/why-we-blocked-ai-training-bots-and-citations-went-up): A dated note on how pixelmojo.io's robots.txt treated AI crawlers from November 2025 to October 2026, and why we withdrew the claim that blocking them raised citations. - [The AI Discoverability Stack: Four Features That Make Our Site Machine-Readable](https://www.pixelmojo.io/blogs/ai-discoverability-stack-get-cited-by-ai-search): Four features we built so AI agents and search engines can read our site directly: connected JSON-LD, an MCP endpoint, a knowledge API and one-source FAQ. - [10 Free AI Visibility Tools to Test Your Site (2026)](https://www.pixelmojo.io/blogs/free-ai-visibility-tools-complete-guide): Check how ChatGPT, Perplexity, and Claude see your website. 10 AI visibility tools (most free, AEO page auditor and citation tracker from $5): bot access checker, robots.txt analyzer, citation tracker, Reddit monitor, YouTube monitor, llms.txt validator, llms.txt generator, AI readiness scorer, AEO page auditor, and answer engine citation tester. - [AI Product Development in the Philippines: Why Global CTOs Are Building Here](https://www.pixelmojo.io/blogs/ai-product-development-philippines-cto-guide): The Philippines AI development market is not about cheaper rates. It is about owned products, senior methodology-driven teams, and a timezone you can plan around. A practical evaluation framework for CTOs. - [The Junior Developer Extinction Problem: Why AI Technical Debt Needs Human Apprentices](https://www.pixelmojo.io/blogs/junior-developer-extinction-ai-technical-debt-human-apprentices): 54% of engineering leaders plan to hire fewer juniors. The math looks right until you factor in who fixes AI-generated technical debt. A framework for CTOs rethinking their talent pipeline. - [How We Built a Knowledge Graph That LLMs Actually Cite (With Real Data)](https://www.pixelmojo.io/blogs/knowledge-graph-llm-visibility-real-data): We built a cross-site knowledge graph connecting two domains via JSON-LD entity linking. Here is the architecture, the code patterns, and the real analytics from the first week. - [What Is an AI-Native Agency? Definition & Examples](https://www.pixelmojo.io/blogs/what-is-an-ai-native-agency-definition-guide): An AI-native agency builds with AI at the core, not bolted on. The definition, real examples, and how it differs from a traditional shop. - [From UX to AX: What Design Looks Like When AI Becomes Your Co-Worker](https://www.pixelmojo.io/blogs/from-ux-to-ax-design-when-ai-becomes-coworker): UX design is splitting into a new discipline called AX (Agentic Experience). This guide covers the six patterns, four protocols, and product redesigns shaping interfaces in 2026. - [GEO Playbook: Access, Content and Measurement for ChatGPT, Perplexity and Claude](https://www.pixelmojo.io/blogs/geo-playbook-get-cited-chatgpt-perplexity-claude): What you can control in generative engine optimization as of October 2026: AI crawler access, quotable pages, a clear entity, and measurement that does not fool you. - [Google Traffic Dropped 33%? What the AI-Search Shift Means](https://www.pixelmojo.io/blogs/google-traffic-dropped-33-percent-ai-search-shift): Organic clicks are falling as AI answers replace search. Where your traffic actually went, what the shift means, and how to recover. - [Your llms.txt Is Already Stale. Here's How to Fix It.](https://www.pixelmojo.io/blogs/llms-txt-static-vs-dynamic-implementation-guide): Static llms.txt files go stale the moment you publish new content. This guide covers what llms.txt actually does, why 844K sites got it wrong, and how to build a dynamic version in Next.js. - [What We Changed for AI Search by February 2026 (Dated Note)](https://www.pixelmojo.io/blogs/optimized-ai-search-pixelmojo-results): A dated note on the changes we made to our own site for AI search between October 2025 and February 2026, and the results claims we withdrew in October 2026. - [SEO vs AEO vs GEO: From Ranking in Search to Becoming the Recommended Brand](https://www.pixelmojo.io/blogs/seo-vs-geo-vs-aeo-guide-2026): Learn the difference between SEO, AEO, and GEO, and how brands can move from ranking in search to being cited in answers and recommended by AI engines. - [AI Lead Qualification Workflows: DIY Scoring, Human Review, and Vector](https://www.pixelmojo.io/blogs/ai-lead-qualification-replace-hubspot-ai-agent): How our contact form scores, answers and routes leads as of October 2026, where human review belongs, and when a team needs Vector instead. - [Claude Code Hooks: Corrections to Our February 2026 Guide (Dated Note)](https://www.pixelmojo.io/blogs/claude-code-hooks-production-quality-ci-cd-patterns): A dated note on our February 2026 Claude Code hooks guide: why its config examples would not have worked, the correct shape from the official reference, and what we run instead. - [Context Engineering Beyond CLAUDE.md: The 5-Layer Hierarchy](https://www.pixelmojo.io/blogs/context-engineering-ai-coding-agents-beyond-claude-md): CLAUDE.md is just layer one. The five-layer context hierarchy, memory patterns, and subagent strategies that separate productive AI coding from prompt guessing. With working examples. - [Slopsquatting and AI Supply Chain Attacks: A Defense Guide](https://www.pixelmojo.io/blogs/slopsquatting-ai-supply-chain-attacks-defense-guide): AI tools hallucinate 19.7% of package names. Attackers register them as malware. Learn how slopsquatting works and layered defense strategies. - [Lakbay AI: What We Built and What We Withdrew (Dated Note)](https://www.pixelmojo.io/blogs/lakbay-ai-case-study-thread-based-engineering-in-production): A dated note on our February 2026 Lakbay AI case study: what the travel concierge is, what its repository history shows, and the timeline, speed and security claims we withdrew. - [Claude Code Technical Debt Mitigation: The Complete Production Guide](https://www.pixelmojo.io/blogs/claude-code-technical-debt-mitigation-guide): Prevent AI-generated technical debt with Claude Code using CLAUDE.md optimization, security-first prompting, and production guardrails. Research-backed strategies that deliver +5-10% improvement. - [Thread-Based Engineering: How We Keep AI-Assisted Code Reviewable](https://www.pixelmojo.io/blogs/thread-based-engineering-prevents-ai-technical-debt): How we govern AI-assisted development: two mandatory human checkpoints, the gates every change passes before it merges, and what the 2025 data says about AI code. As of October 2026. - [84% of Developers Use AI Tools. 45% of AI Code Has Flaws.](https://www.pixelmojo.io/blogs/vibe-coding-technical-debt-crisis-2026-2027): 84% of developers use or plan to use AI tools, yet only a third trust their accuracy, and 45% of AI-generated code samples failed security tests. The 2026 research data, the risks, and governance patterns that work. - [Thread-Based Engineering: The Framework for Scaling AI Development](https://www.pixelmojo.io/blogs/thread-based-engineering-scaling-ai-development): The definitive guide to Thread-Based Engineering: 7 thread types, governance alignment, a production case study (Lakbay AI), and the research on AI code quality, including the Veracode finding that models failed to write XSS-safe code 86% of the time. - [The Dawn of Agentic AI: From Chatbots to Co-workers in 2026](https://www.pixelmojo.io/blogs/dawn-of-agentic-ai-chatbots-to-coworkers-2026): AI is no longer just answering questions; it is taking action. The shift from assistive chatbots to agentic AI co-workers is the defining technology transition of 2026. What this means for businesses and why self-verification changes everything. - [Multi-Agent AI Platform: Build vs Buy - Pricing & TCO (2026)](https://www.pixelmojo.io/blogs/multi-agent-ai-platform-buyers-guide-build-vs-buy-comparison): We compared CrewAI, AutoGen, LangGraph, and 4 SaaS platforms on real 3-year costs. One option costs 47% less than enterprise SaaS. Full tables inside. - [Multi-Agent AI Systems Explained: When One AI Is Not Enough](https://www.pixelmojo.io/blogs/multi-agent-ai-systems-explained-when-one-ai-isnt-enough): Why single AI agents fail at scale and how multi-agent orchestration solves it. Architecture patterns, shared intelligence, and why 95% of AI pilots show no measurable impact. - [7 AI Prompts That Kill Bad Product Ideas Before You Waste $100K](https://www.pixelmojo.io/blogs/ai-prompts-validate-product-ideas-fast): Stop spending months on discovery. These 7 AI prompts help product teams validate ideas in 48 hours, identify fatal flaws early, and build products people actually want to pay for. Copy-paste ready frameworks included. - [How Production AI Agents Solve Real Business Problems: Lessons From Our Own Sales Agent](https://www.pixelmojo.io/blogs/how-production-ai-agents-solve-business-pain-points): What separates a production AI agent from a demo, shown through Vector, the sales agent on our own site: channels, qualification, guardrails, hand-off, and what retrieval can and cannot fix. As of October 2026. - [The UX Evolution: How Strategic Experience Architects Are Redefining Design in the AI Era](https://www.pixelmojo.io/blogs/ux-designer-to-strategic-experience-architect-ai-transformation): Nielsen Norman Group reports that critical thinking, creativity, and taste are becoming the key differentiators as AI tools handle routine UX tasks. Learn how top UX professionals are evolving into Strategic Experience Architects who orchestrate AI while focusing on strategic thinking and business outcomes. - [Why AI-First Customer Service Is the New 'Press 1 for Sales' (and Why You're Losing Customers)](https://www.pixelmojo.io/blogs/ai-first-customer-service-automation-trap): Intent detection and risk-tier routing sound smart but ignore human psychology. Gartner reports 64% of customers prefer companies not use AI for service. Industry observations suggest AI-first approaches significantly increase abandonment compared to human-first strategies. Route by emotional value, not transaction stakes. - [How to Budget for Marketing Design: Comparing Agency Quotes in 2026](https://www.pixelmojo.io/blogs/budgeting-marketing-design-ai-automation-vs-traditional-agency-fees): How to budget for marketing design: what drives agency cost, how to compare quotes on the same terms, and how to audit what you spend now. Prices dated October 2026. - [AI-Native vs Traditional Design Agency: How to Choose in 2026](https://www.pixelmojo.io/blogs/ai-native-design-agency-vs-traditional-agency-complete-guide): How AI-native and traditional design agencies differ in process, pricing and fit, how to test an agency's AI claims, and what to ask before you sign. As of October 2026. - [The AI Copilot Stack Guide: Corrections and What We Withdrew (Dated Note)](https://www.pixelmojo.io/blogs/complete-guide-ai-copilot-stack-multimodal-tools-developer-productivity): A dated note on our 2025 AI copilot stack guide: the install commands and tool names that were wrong, the results and ROI figures we withdrew, and what we use today. - [AI Design Control Tower: The Idea and What We Withdrew (Dated Note)](https://www.pixelmojo.io/blogs/ai-design-control-tower): A dated note on our September 2025 AI Design Control Tower post: the idea of connecting product data to design decisions, and the results and offer we withdrew in 2026. - [Why Your Design Team's Next Hire Should Think Like a Computer Scientist](https://www.pixelmojo.io/blogs/why-your-design-teams-next-hire-should-think-like-a-computer-scientist): What computational thinking means for design teams, how it shows up in components, tokens and rules, and what to look for when you hire. With examples from our own system. - [AI Growth Marketing: Where AI Helps Across the Customer Lifecycle](https://www.pixelmojo.io/blogs/the-definitive-guide-to-growth-marketing-in-the-age-of-ai-strategies-frameworks-and-real-world-dominance): Where AI actually helps in growth marketing as of October 2026, from acquisition to retention, how to start with one workflow, and where people still need to decide. - [UI/UX Design Best Practices for Southeast Asia SaaS: Localization, Accessibility, Conversion](https://www.pixelmojo.io/blogs/ui-ux-design-best-practices-for-southeast-asia-saas-localization-accessibility-conversion): An enterprise-ready guide to designing SaaS for Southeast Asian markets. Sourced data from Google-Temasek-Bain, GSMA, and Statista on localization, payment ecosystems, mobile-first design, accessibility compliance, and conversion optimization across ASEAN. - [Consumer Behavior in Marketing: Factors, Technology and Research Methods](https://www.pixelmojo.io/blogs/consumer-behavior-in-marketing-strategies-factors-technology-role-and-research-methods): What shapes buying decisions, how technology is changing where people research, and which research methods answer which questions. With our own dated data, as of October 2026. - [Tools You Didn't Know Your Agency Needed](https://www.pixelmojo.io/blogs/tools-you-didnt-know-your-agency-needed): Discover the specialized growth marketing tools and technologies that separate high-performing agencies from the competition. This comprehensive guide reveals the modern tech stack that drives predictable ROI and client retention for forward-thinking agencies. - [Growth Marketing vs. Traditional Marketing: The Complete Guide](https://www.pixelmojo.io/blogs/growth-marketing-vs-traditional-marketing-the-complete-guide): Transform your marketing from cost center to revenue engine. This definitive guide reveals why growth marketing outperforms traditional campaigns, with actionable frameworks, tools, and strategies for building systematic, data-driven growth that scales predictably. - [Why Beautiful Design Fails to Sell?](https://www.pixelmojo.io/blogs/why-beautiful-design-fails-to-sell): Discover why award-winning beautiful designs often have terrible conversion rates. This comprehensive guide reveals how to escape the 'pretty but pointless' trap and build growth-driven design that transforms visitors into customers through strategic, data-driven approaches. - [Creative Agencies in the Philippines: Why Global Brands Are Choosing Filipino Teams in 2026](https://www.pixelmojo.io/blogs/creative-agencies-philippines): Philippines IT-BPM hit $40B in 2025. Filipino teams now build AI products, not just creative assets. The complete evaluation guide for global CTOs. - [How to Build a Brand That AI Search Engines Cite](https://www.pixelmojo.io/blogs/build-brand-ai-search-engines-cite): 5 branding strategies optimized for ChatGPT, Perplexity, and AI Overviews. Build a brand AI search engines actually cite and recommend. - [Mastering UX Design in the Philippines: A Guide to Crafting Exceptional User Experiences](https://www.pixelmojo.io/blogs/mastering-ux-design-in-the-philippines-a-guide-to-crafting-exceptional-user-experiences): Master UX design for the Philippine market with sourced data from DataReportal, BSP, and GCash. 97.5M internet users, 88% mobile web traffic, 57.4% digital payments; practical frameworks for mobile-first design, local payment integration, and cultural considerations that drive conversion. - [The Aesthetic-Usability Effect: Why Good-Looking Designs Feel Easier to Use](https://www.pixelmojo.io/blogs/the-aesthetic-usability-effect-why-good-looking-designs-feel-easier-to-use): The Aesthetic-Usability Effect means users perceive beautiful designs as more usable. This guide covers the psychology, practical playbook, and real-world examples from Apple, Airbnb, and Google. --- ## Common Questions (19 answer pages) Direct answers to high-intent prompts about AI visibility, GEO, AEO, and getting cited by AI engines. Each page is an authored article (Article schema) that opens with a direct answer and links to Radar or AI Visibility Strategy. - [Why is not ChatGPT citing my B2B SaaS?](https://www.pixelmojo.io/answers/why-isnt-chatgpt-citing-my-b2b-saas): ChatGPT cites sites it treats as authoritative for a query. Most B2B SaaS sites lack two specific signals: structured data declaring entity identity, and citations from domains ChatGPT already trusts. - [How do I get cited by Perplexity?](https://www.pixelmojo.io/answers/how-do-i-get-cited-by-perplexity): Perplexity cites sources it crawls + ranks for the live query. To get cited: allow PerplexityBot in robots.txt, ship answer-first content (BLUF paragraphs under question-shaped headings), and acquire citations from high-authority domains Perplexity already ranks. - [What is Generative Engine Optimization (GEO)?](https://www.pixelmojo.io/answers/what-is-generative-engine-optimization): Generative Engine Optimization (GEO) is the practice of structuring web content so AI search engines like ChatGPT, Claude, Perplexity, and Gemini cite it in their responses. Unlike SEO which optimizes for keyword rankings, GEO optimizes for entity recognition, structured data, and citation probability. - [ChatGPT vs Perplexity vs Gemini vs Claude for brand research?](https://www.pixelmojo.io/answers/chatgpt-vs-perplexity-vs-gemini-vs-claude-for-brand-research): All four AI engines surface brand information but cite sources differently. Perplexity shows explicit URL citations. ChatGPT blends training data with browsing. Claude prioritizes recency and reasoning. Gemini integrates live Google search results. - [Why does ChatGPT say wrong things about my company?](https://www.pixelmojo.io/answers/why-does-chatgpt-say-wrong-things-about-my-company): ChatGPT hallucinations about your company come from three sources: outdated or thin training data, confusion with similarly-named companies, and absence of authoritative web sources for ChatGPT to ground its answers in. Each source has a different fix. - [Why is my company invisible in AI search results?](https://www.pixelmojo.io/answers/why-is-my-company-invisible-in-ai-search-results): AI engines surface companies they trust as authoritative for a query. Invisibility usually means one of three things: AI crawlers cannot access your site, your structured data does not identify your entity, or no high-authority source on the web mentions you. - [Why does Perplexity cite my competitor instead of me?](https://www.pixelmojo.io/answers/why-does-perplexity-cite-my-competitor-instead-of-me): Perplexity ranks sources per-query by domain authority, content relevance, and recency. If your competitor is cited and you are not, they typically beat you on one of three signals: answer-first content structure, citation accumulation from high-trust domains, or recency of updates on the relevant page. - [How do I add Organization schema for AI search?](https://www.pixelmojo.io/answers/how-do-i-add-organization-schema-for-ai-search): Add a JSON-LD script tag with Organization schema to your root layout (head). Include name, legalName, url, logo, foundingDate, founders, sameAs links to LinkedIn/GitHub/Crunchbase, and disambiguatingDescription if a similarly-named company exists. AI engines re-crawl and update within 7-14 days. - [How do I write content that ChatGPT will cite?](https://www.pixelmojo.io/answers/how-do-i-write-content-that-chatgpt-will-cite): ChatGPT cites content that answers a specific question in 1-3 sentences and comes from a domain it trusts. Four tactics: open every section with the answer (BLUF), use question-shaped H2s, structure data as HTML tables, and republish with fresh dateModified when claims change. - [What is Answer Engine Optimization (AEO)?](https://www.pixelmojo.io/answers/what-is-answer-engine-optimization-aeo): Answer Engine Optimization (AEO) is the practice of structuring web content so AI engines can extract and cite it as a complete answer. AEO focuses on extraction-friendly formatting: BLUF paragraphs, FAQPage schema, HTML comparison tables, and speakable schema. - [What is llms.txt and do I need it?](https://www.pixelmojo.io/answers/what-is-llms-txt-and-do-i-need-it): llms.txt is a proposed markdown file at /llms.txt that summarizes a site for language models and links its key pages. You do not need it for AI search visibility: Google says Google Search ignores it, and no major AI engine documents using it to choose citations. Some coding agents do fetch it. - [AEO vs GEO vs SEO: which one matters in 2026?](https://www.pixelmojo.io/answers/aeo-vs-geo-vs-seo-which-one-matters-in-2026): All three matter, but for different buyer behaviors. SEO captures Google search traffic. GEO builds entity authority that AI engines cite. AEO formats content for extraction by AI answer engines. B2B SaaS teams need all three; consumer brands prioritize SEO; emerging AI-native teams prioritize GEO + AEO. - [Schema.org vs llms.txt: which AI search signal matters most?](https://www.pixelmojo.io/answers/schema-org-vs-llms-txt-which-ai-search-signal-matters-most): Schema.org. JSON-LD identifies your entities (Organization, Product, Person) per page and powers Google rich results. llms.txt is a proposed site summary that Google Search ignores and that no major AI engine documents using to choose citations. Treat it as optional. - [Why is my AI Readiness score low?](https://www.pixelmojo.io/answers/why-is-my-ai-readiness-score-low): Low AI Readiness tool scores reflect missing evidence across five categories: bot discoverability (30 points), structured data (25), LLM communication (25), content accessibility (15), and cross-signal readiness (5). Review the category breakdown for lost points. This tool score differs from the overall Radar dashboard average. - [My competitor is in ChatGPT and I am not — what do I do?](https://www.pixelmojo.io/answers/my-competitor-is-in-chatgpt-and-im-not-what-do-i-do): Run a head-to-head audit to identify exactly which signals your competitor has that you do not. The gap is typically one of: bot access, Organization schema, authoritative citations, or freshness. Close the gap on the highest-impact signal first, expect 30-60 days to register in ChatGPT. - [How do I show up in Google AI Overviews?](https://www.pixelmojo.io/answers/how-do-i-show-up-in-google-ai-overviews): AI Overviews pull from the same Google index as regular Search, so the path in is standard SEO: crawlable pages, strong E-E-A-T signals, and content with original insight. Google confirmed in May 2026 that no special files, markup, or AI-specific rewrites are required. - [Why does ChatGPT confuse my company with another?](https://www.pixelmojo.io/answers/why-does-chatgpt-confuse-my-company-with-another): ChatGPT confuses your company with another because it links your name to the wrong entity in its internal knowledge graph. This is brand disambiguation failure, not hallucination: the facts it returns may be accurate, just about a different company that shares your name. The fix is stronger entity signals, not more content. - [How much does an AI visibility audit cost?](https://www.pixelmojo.io/answers/how-much-does-an-ai-visibility-audit-cost): AI visibility audits range from free to a few hundred dollars per month. Radar starts at $0 for technical readiness tools, $5 for a single full audit, and $199/month for a Pro Retainer with weekly re-scans. Subscription competitors like AthenaHQ ($295/mo) and Gauge ($99/mo) sit at the higher, monitoring-only end. - [What is AI visibility?](https://www.pixelmojo.io/answers/what-is-ai-visibility): AI visibility is whether AI engines like ChatGPT, Claude, Perplexity, and Gemini can find, describe, and recommend your brand when buyers ask about your category. It has two layers: the answer stage, whether you appear and get cited, and the decision stage, whether you are the name the engine picks. --- ## Free Tools ### AI Crawl Checker Test how visible your website is to AI search engines. Checks bot access policies, structured data, llms.txt, and content quality across 17 crawlers, including OAI-SearchBot, ChatGPT-User, Claude-SearchBot, Claude-User, and PerplexityBot. Training policies for GPTBot, ClaudeBot, and other training crawlers are assessed separately; GoogleOther is a general-purpose diagnostic. - **URL:** https://www.pixelmojo.io/tools/ai-crawl-checker - **Price:** Free with email verification (6-digit OTP, 1 audit per (email, tool), 24h credit) - **What it checks:** robots.txt rules, meta robots tags, X-Robots-Tag headers, JSON-LD structured data, llms.txt file, server-side rendering, title/description quality - **Output:** Overall score (0-100), grade (A-F), category breakdowns, AI-generated recommendations ### AI Citation Tracker Check whether ChatGPT, Perplexity, Claude, Gemini, and Grok (report-only) mention or cite your brand. Tests brand recognition, competitive visibility, URL citations, and sentiment across 6 query types. - **URL:** https://www.pixelmojo.io/tools/ai-citation-tracker - **Price:** Paid-first. $5 per audit, then it runs inside the Radar dashboard (no free email run). Public page is a preview that opens checkout. - **What it checks:** Brand mentions across 4 scored AI providers plus Grok (report-only), URL citations via Perplexity, sentiment analysis, competitive positioning, recommendation queries - **Output:** Overall score (0-100), grade (A-F), per-provider breakdowns, query matrix results, AI-generated recommendations ### Reddit Brand Monitor Find what people say about your brand on Reddit. Discovers real Reddit posts via Google search, detects AI-generated promotional (LLM-seeded) content with heuristic + GPT analysis, and tracks sentiment. - **URL:** https://www.pixelmojo.io/tools/reddit-brand-monitor - **Price:** Free with email verification (6-digit OTP, 1 audit per (email, tool), 24h credit) - **What it checks:** Brand mentions via Google search, sentiment analysis, LLM seeding detection (promotional language, brand density, framing patterns), cross-subreddit posting patterns - **Output:** Mention list with sentiment scores, LLM seeding probability, subreddit distribution, AI-generated summary and recommendations ### YouTube Brand Monitor Track brand mentions across YouTube videos. Google and OpenAI have trained models on YouTube transcripts, and in an Ahrefs study of 75,000 brands (December 2025) YouTube mentions correlated with AI visibility more strongly than any other factor measured (a correlation, not proof of cause). Live YouTube Data API queries on every audit. - **URL:** https://www.pixelmojo.io/tools/youtube-brand-monitor - **Price:** Free with email verification (6-digit OTP, 1 audit per (email, tool), 24h credit) - **What it checks:** Mention volume, channel diversity, total reach (view count), sentiment per video, recency of coverage - **Output:** Overall score (0-100), grade (A-F), 5 weighted category breakdowns, channel ranking, top videos list, AI-generated action plan ### llms.txt Validator Validate your llms.txt file against the emerging llmstxt.org specification. Deep section-by-section analysis of structure, content, links, entity definitions, and use policy. - **URL:** https://www.pixelmojo.io/tools/llms-txt-validator - **Price:** Free with email verification (6-digit OTP, 1 audit per (email, tool), 24h credit) - **What it checks:** Markdown structure compliance, content sections, link extraction (internal/external), entity definitions, use policy, word count depth (no credit past 150,000 characters), llms-full.txt presence - **Output:** Overall score (0-100), grade (A-F), 6 category breakdowns, parsed section analysis, AI-generated recommendations ### llms.txt Generator Generate a structured llms.txt for any site, free. Paste a URL and we read your page signals (title, meta description, Organization schema, products, navigation) plus your page content, then assemble an llms.txt shaped to the standard Pixelmojo uses on its own site. The prose is AI-assisted but grounded only in what is on your pages, never fabricated. - **URL:** https://www.pixelmojo.io/tools/llms-txt-generator - **Price:** Free with email verification (6-digit OTP, 1 generation per (email, tool), 24h credit) - **What it does:** Reads existing page signals, assembles identity, overview, products, key URLs, and use policy sections, marks anything it cannot read as a bracketed placeholder - **Output:** A ready-to-edit llms.txt file to copy or download, shaped to the Pixelmojo standard, host it at yourdomain.com/llms.txt then validate it with the llms.txt Validator ### AI Readiness Score One unified score for how AI-ready your site is. Combines crawl access, llms.txt quality, structured data, content accessibility, and cross-signal readiness into a single actionable report. - **URL:** https://www.pixelmojo.io/tools/ai-readiness-score - **Price:** Free with email verification (6-digit OTP, 1 audit per (email, tool), 24h credit) - **What it checks:** Bot discoverability (crawl access, robots.txt), structured data quality, LLM communication (llms.txt), content accessibility, cross-signal readiness - **Output:** Overall score (0-100), grade (A-F), 5 weighted category breakdowns, pentagonal radar chart, AI-powered action roadmap ### Free AI Visibility Checker Plain-English entry point to the AI Readiness Score. Tells you whether ChatGPT, Claude, Perplexity, and Gemini can find, understand, and cite your brand. Runs the same engine as the AI Readiness Score — this is the landing page for the "free AI visibility checker" query, not a separate tool. - **URL:** https://www.pixelmojo.io/tools/free-ai-visibility-checker - **Price:** Free with email verification (runs the AI Readiness Score engine, 1 audit per (email, tool), 24h credit) - **What it checks:** Bot discoverability, structured data, llms.txt, content accessibility, cross-signal readiness (via the AI Readiness Score engine) - **Output:** Overall AI visibility score (0-100), grade (A-F), category breakdowns, prioritized action roadmap ### robots.txt Analyzer for AI Audit your robots.txt specifically for AI bot directives. See exactly what GPTBot, ClaudeBot, PerplexityBot, and others are allowed or blocked from accessing. - **URL:** https://www.pixelmojo.io/tools/robots-txt-analyzer - **Price:** Free with email verification (6-digit OTP, 1 audit per (email, tool), 24h credit) - **What it checks:** 16 bots across search, AI browse, AI train, and SEO categories. Full directive parsing, syntax validation, per-bot rule matching, AI policy clarity - **Output:** Overall score (0-100), grade (A-F), 5 category breakdowns, bot rules table, suggested robots.txt snippet, AI-generated recommendations ### AEO Page Auditor Score any page for answer engine readiness. Analyzes speakable schema, answer-first content structure, structured data quality, data extractability, content freshness, and entity authority. - **URL:** https://www.pixelmojo.io/tools/aeo-page-auditor - **Price:** Paid-first. $5 per audit, then it runs inside the Radar dashboard (no free email run). Public page is a preview that opens checkout. - **What it checks:** Speakable schema presence and CSS selector targeting, H1/H2 hierarchy and question-format headings, Article/FAQPage/Organization schema quality, tables and ordered lists, dateModified freshness, Organization sameAs and Person credentials - **Output:** Overall score (0-100), grade (A-F), 6 weighted category breakdowns, AI-powered recommendations ### Site Freshness Auditor Score your site for AI agent monitoring readiness. Five freshness signals AI search agents check when deciding what to monitor continuously. - **URL:** https://www.pixelmojo.io/tools/site-freshness-auditor - **Price:** Free with email verification (6-digit OTP, 1 audit per (email, tool), 24h credit) - **What it checks:** sitemap.xml lastmod tag distribution (30/90/180 day windows), RSS or Atom feed availability + latest-entry recency, blog publishing cadence from sitemap (posts in last 30/60/90 days), Article schema dateModified coverage across sampled URLs, visible date stamps in rendered HTML - **Output:** Overall score (0-100), grade (A-F), 5 weighted category breakdowns (Sitemap Freshness, Feed Availability, Blog Cadence, Article Schema Coverage, Visible Date Stamps), prioritized fixes per signal ### AI Open Graph Auditor Audit any page for AI-shareable Open Graph and Twitter Card metadata. Scores how well the page renders in Slack, Discord, X, iMessage, and AI assistant share previews. - **URL:** https://www.pixelmojo.io/tools/open-graph-auditor - **Price:** Free with email verification (6-digit OTP, 1 audit per (email, tool), 24h credit) - **What it checks:** og:title, og:description, og:image, og:url, og:type, og:site_name presence and length quality; twitter:card type and explicit/fallback twitter:* tags; share image reachability (HTTPS + 5MB ceiling); og:url vs rel=canonical alignment; JSON-LD coverage (Article/Product/Organization/FAQPage) - **Output:** Overall score (0-100), grade (A-F), 5 weighted category breakdowns (Core OG Tags, OG Content Quality, Twitter Card, Image Reachability, Schema Alignment), prioritized recommendations ### Answer Engine Citation Tester Test if ChatGPT, Perplexity, Claude, Gemini, and Grok (report-only) cite or mention your specific page for a question you want to rank for. Identifies content gaps and competitor pages being cited instead. - **URL:** https://www.pixelmojo.io/tools/answer-engine-tester - **Price:** Free with email verification (6-digit OTP, 1 audit per (email, tool), 24h credit) - **What it checks:** Direct URL citation across 4 scored providers plus report-only Grok mentions, content alignment between your page and AI responses, competitor URLs cited by Perplexity, cross-platform consistency - **Output:** Overall score (0-100), grade (A-F), per-provider citation status, competitor URL list, content alignment scores, AI-powered recommendations ### Domain Comparison (Head-to-Head) Compare two domains side-by-side across 6 AI visibility tools in a single run. Generates a shareable scorecard URL with a winner callout, per-tool breakdown, and embeddable badge. Useful for competitive intelligence, sales decks, and LinkedIn/Twitter share-outs. - **URL:** https://www.pixelmojo.io/tools/compare - **Price:** Free with email verification (6-digit OTP, 1 audit per (email, tool), 24h credit) - **What it runs:** AI Crawl Check, robots.txt Analyzer, llms.txt Validator, AI Readiness Score, AEO Page Auditor, Schema Audit (6 tools per domain, 12 parallel fetches total) - **Output:** Unified score per domain (0-100), grade (A-F), tool-by-tool comparison, winner banner, 90-day shareable URL, embeddable SVG badge and Markdown/HTML/direct URL snippets ### Radar AI Readiness Badge (Embeddable) Free embeddable SVG badge showing a domain's AI Readiness score. shields.io-style pill format, auto-updates when the source audit is re-run. Designed for GitHub READMEs, docs sites, trust pages, email signatures, and blog posts. Every embed acts as a backlink and brand impression on the host site. - **URL:** https://www.pixelmojo.io/tools/badge - **Price:** Free with email verification (6-digit OTP, 1 audit per (email, tool), 24h credit) - **Format:** SVG served from /r/[share_id]/badge.svg, cached 1 hour - **Snippets provided:** Markdown, HTML, direct URL (with copy-to-clipboard) - **Graceful expiry:** Badge falls back to neutral "Report expired" when the 30-day share link lapses - **No dependencies:** Pure SVG, no JavaScript, no tracking pixels, no cookies **All Tools:** https://www.pixelmojo.io/tools ### Shareable Result Pages Every audit run on a free /tools/* surface saves a shareable result page at `/tools//results/`. UUID is unguessable; pages expire 30 days after audit. The result email (auto-sent after every audit) links to the page so users can share findings with teammates without re-running the tool. The page renders the same UI as the in-page result, no email, no audit target re-entry, no auth on the viewer side. Designed as a "send to my dev team" share link, same model as Loom/Notion public links. --- ## Radar Platform Radar by Pixelmojo is an AI Technical Readiness audit platform. It orchestrates 13 tools in staged batches, running lightweight checks concurrently while isolating provider-intensive checks for reliable evidence collection. The audit measures whether AI models can technically crawl, parse, understand, and accurately cite your site. Radar is complementary to AI monitoring platforms such as Profound and Ahrefs Brand Radar, and it is not alone in checking the technical layer: Profound also runs crawlability diagnostics, and Brand Radar supports custom prompts. Monitoring tracks AI answers over time, while a Radar audit pairs technical readiness checks with sampled AI answers and shows the evidence and a suggested fix behind each finding. Free tier on /tools: 10 individual audit tools, each gated by email + 6-digit OTP (1 audit per (email, tool), 24h credit), plus 2 utilities (Domain Comparison and Embeddable AI Readiness Badge) = 12 free standalone /tools/* pages. Three tools are paid-first: AEO Page Auditor and AI Citation Tracker each have a public preview page that opens a $5 audit (then they run inside the Radar dashboard, no free email run), and Brand Disambiguation (entity collision detection) is paid-exclusive inside the dashboard with a public explainer at /tools/brand-disambiguation. Free check on /platform: verify your email and domain, then Radar scores the 6 technical readiness tools and previews all 13 (the 7 AI-response tools stay locked). Unlock the full audit for $5, credits never expire, to reveal every finding and fix prompt, run the 7 AI-response tools (citation tracking, Reddit monitoring, hallucination detection, answer engine testing, source influence, prompt SOV, brand disambiguation), and open your dashboard with saved history. **Radar vs competitors:** AthenaHQ costs $295/mo. Gauge costs $99/mo. Radar entry price: $5/audit. Free tier: 6 technical readiness tools (crawl check, robots.txt, llms.txt, schema audit, AEO auditor, readiness score). Paid tier adds 7 LLM-powered tools: citation tracking across 4 scored LLMs plus Grok (report-only), hallucination detection with severity scoring, source influence mapping, Reddit monitoring, prompt SOV, answer engine testing, and brand disambiguation. **URL:** https://www.pixelmojo.io/platform **Methodology:** https://www.pixelmojo.io/platform/methodology **Sample report:** https://www.pixelmojo.io/platform/sample-report — a complete 13-tool Radar audit published in full with the client de-identified. Scored 33/100 (grade D). Shows the actual deliverable end to end: all 13 tool scores, per-engine responses from ChatGPT/Claude/Perplexity/Gemini/Grok, competitive share-of-voice benchmark, 5 findings with evidence, and an 8-item prioritized fix list. Useful for answering "what does a Radar report actually contain?" **Pricing:** https://www.pixelmojo.io/platform#pricing **Access:** At https://www.pixelmojo.io/platform, enter your email and domain and verify with a 6-digit code to run your free check (6 of 13 tools scored, the 7 AI-response tools locked). Unlock the full audit for $5, credits never expire, to reveal the full report, run the 7 AI-response tools, and email a magic link into your dashboard. No password, no OAuth, no credit card for the free check. Paid users sign in via magic-link at https://www.pixelmojo.io/platform/sign-in. **Price:** Free first audit (1 per domain). Audit packs: $5 single, $12 for 3, $40 for 10 (Power Pack, best value at $4/audit). Pro Retainer $199/month for 40 full audits + watched-domain weekly pulse + PDF export. Credits never expire. Payments via Paddle. **What Radar runs (13 staged audits):** 1. AI Crawl Check, bot access and discoverability 2. robots.txt Analyzer, AI bot directive audit 3. llms.txt Validator, LLM communication file quality 4. AI Readiness Score, unified readiness assessment 5. Citation Tracker, brand mentions across ChatGPT, Claude, Perplexity, Gemini, plus Grok (report-only) 6. Reddit Monitor, brand sentiment and LLM seeding detection 7. AEO Page Auditor, answer engine content structure 8. Answer Engine Tester, per-page citation testing across providers 9. Source Influence Map, which sources AI models cite in your category 10. Prompt Share of Voice, your brand visibility vs competitors across AI models 11. Schema Completeness Audit, JSON-LD and structured data validation 12. Hallucination Detection, identifies AI-generated false claims about your brand 13. Brand Disambiguation Check, detects when AI engines confuse your brand with a same-named entity (entity collision) **Key metrics:** - **AI Readiness Score:** Average across the audit dimensions that completed (0-100, graded A-F; dimensions are equally weighted today, calibrated weighting is on the roadmap). The overall AI visibility readiness measure. - **Crawl Integrity Score:** Composite across AI bot access (13 user-agents), robots.txt (16 bots), and llms.txt validation. A technical foundation metric most monitoring tools don't measure. **Tool groupings:** - **LLM Infrastructure Audit** (tools 1-6): Crawl Check, Robots.txt, llms.txt, AI Readiness, Schema Audit, AEO. - **AI Citation Monitoring** (tools 7-13): Citations, Reddit, Citation Test, Source Influence, SOV, Hallucination, Disambiguation. What AI models actually say. **Output:** AI Readiness Score (0-100), Crawl Integrity Score, per-tool breakdowns, cross-tool conflict detection, competitive intelligence, actionable recommendations. **Dashboard features:** - Action-first hierarchy with top 3 prioritized fixes as hero - Cross-tool conflict callout (top-level card showing system contradictions) - Fix Resolved state (shows which previously failing checks now pass between scans) - Win Log (tracks "Not cited to Cited" flips with "Mark as Win" button) - Multi-domain agency dashboard (all client domains in one table, CSV export, client labels) - Shareable public report links (viewable without account) - Watched-domain weekly pulse re-scan with score-delta alerts (Pro Retainer) **DIY implementation features:** - AI prompt generator per action item (generates context-rich prompts pre-filled with your audit data, copy into Claude/ChatGPT/Cursor) - 6 implementation threads (Crawlability, Structured Data, LLM Communication, Content Authority, AI Answer Optimization, Citation Visibility) with ordered steps and progress tracking - llms.txt starter file generator (produces a starter llms.txt from your audit data) - JSON-LD schema markup generator (generates copy-pasteable markup for missing schema types) - Single-tool re-verify (re-run any tool to confirm a fix without full re-audit) - Persistent progress tracking across sessions **LLM Answer Diff (Pro Retainer):** Side-by-side comparison of how AI models describe your brand between scans. Shows citation flips (Not cited to Cited), sentiment shift hierarchy (minor/significant/exceptional), competitor displacement count, and before/after response snippets per provider. --- ## URLs **Products** - All Products: https://www.pixelmojo.io/products - Vector: https://www.pixelmojo.io/vector - Hive: https://www.pixelmojo.io/hive - Why Hive (comparison): https://www.pixelmojo.io/hive/why-hive - Radar Platform: https://www.pixelmojo.io/platform - Radar Sites: https://www.pixelmojo.io/radar-sites - Radar Methodology: https://www.pixelmojo.io/platform/methodology - Radar Sample Report (full de-identified audit): https://www.pixelmojo.io/platform/sample-report - Radar Pricing: https://www.pixelmojo.io/platform#pricing **Tools** - Free AI Visibility Tools: https://www.pixelmojo.io/tools - AI Crawl Checker: https://www.pixelmojo.io/tools/ai-crawl-checker - AI Citation Tracker: https://www.pixelmojo.io/tools/ai-citation-tracker - Brand Disambiguation Check: https://www.pixelmojo.io/tools/brand-disambiguation - Reddit Brand Monitor: https://www.pixelmojo.io/tools/reddit-brand-monitor - YouTube Brand Monitor: https://www.pixelmojo.io/tools/youtube-brand-monitor - llms.txt Validator: https://www.pixelmojo.io/tools/llms-txt-validator - llms.txt Generator: https://www.pixelmojo.io/tools/llms-txt-generator - AI Readiness Score: https://www.pixelmojo.io/tools/ai-readiness-score - robots.txt Analyzer: https://www.pixelmojo.io/tools/robots-txt-analyzer - AEO Page Auditor: https://www.pixelmojo.io/tools/aeo-page-auditor - Answer Engine Citation Tester: https://www.pixelmojo.io/tools/answer-engine-tester - AI Open Graph Auditor: https://www.pixelmojo.io/tools/open-graph-auditor - Site Freshness Auditor: https://www.pixelmojo.io/tools/site-freshness-auditor - Domain Comparison (Head-to-Head): https://www.pixelmojo.io/tools/compare - Radar AI Readiness Badge: https://www.pixelmojo.io/tools/badge **Demos** - Resibo (offline receipt workspace, free): https://www.pixelmojo.io/demo/resibo **Guides** - Best AI Visibility Agencies: https://www.pixelmojo.io/best-ai-visibility-agencies - Radar vs Ahrefs Brand Radar (Comparison): https://www.pixelmojo.io/vs/brand-radar - Radar vs Profound (Comparison): https://www.pixelmojo.io/vs/profound **Topic Hubs (Knowledge Graph Entities)** - Thread-Based Engineering Topic Hub: https://www.pixelmojo.io/topics/thread-based-engineering - Ghost Protocol Topic Hub: https://www.pixelmojo.io/topics/ghost-protocol - AX Design Topic Hub: https://www.pixelmojo.io/topics/ax-design - Agentic Experience Engineering Topic Hub: https://www.pixelmojo.io/topics/agentic-experience-engineering - Generative Engine Optimization Topic Hub: https://www.pixelmojo.io/topics/geo - Vector Topic Hub: https://www.pixelmojo.io/topics/vector - Hive Topic Hub: https://www.pixelmojo.io/topics/hive - Radar Topic Hub: https://www.pixelmojo.io/topics/radar - Radar in Arabic (رادار بالعربية) Topic Hub: https://www.pixelmojo.io/topics/radar-arabic - Pixelmojo Brand System Topic Hub: https://www.pixelmojo.io/topics/brand-system - AI Product Development Topic Hub: https://www.pixelmojo.io/topics/ai-product-development - Growth Marketing Topic Hub: https://www.pixelmojo.io/topics/ai-powered-growth - Brand & Sales Design Topic Hub: https://www.pixelmojo.io/topics/revenue-first-design - AI Visibility Strategy Topic Hub: https://www.pixelmojo.io/topics/ai-visibility-strategy - Best AI Visibility Agencies Topic Hub: https://www.pixelmojo.io/topics/best-ai-visibility-agencies - Radar vs Ahrefs Brand Radar Topic Hub: https://www.pixelmojo.io/topics/radar-vs-brand-radar - Radar vs Profound Topic Hub: https://www.pixelmojo.io/topics/radar-vs-profound - AI Visibility Tools Topic Hub: https://www.pixelmojo.io/topics/ai-visibility-tools - AI Crawl Checker Topic Hub: https://www.pixelmojo.io/topics/ai-crawl-checker - AI Citation Tracker Topic Hub: https://www.pixelmojo.io/topics/ai-citation-tracker - Reddit Brand Monitor Topic Hub: https://www.pixelmojo.io/topics/reddit-brand-monitor - YouTube Brand Monitor Topic Hub: https://www.pixelmojo.io/topics/youtube-brand-monitor - llms.txt Validator Topic Hub: https://www.pixelmojo.io/topics/llms-txt-validator - AI Readiness Score Topic Hub: https://www.pixelmojo.io/topics/ai-readiness-score - Free AI Visibility Checker Topic Hub: https://www.pixelmojo.io/topics/free-ai-visibility-checker - robots.txt Analyzer for AI Topic Hub: https://www.pixelmojo.io/topics/robots-txt-analyzer - AEO Page Auditor Topic Hub: https://www.pixelmojo.io/topics/aeo-page-auditor - Answer Engine Citation Tester Topic Hub: https://www.pixelmojo.io/topics/answer-engine-tester - Domain Comparison (Head-to-Head) Topic Hub: https://www.pixelmojo.io/topics/domain-comparison - llms.txt Generator Topic Hub: https://www.pixelmojo.io/topics/llms-txt-generator - AI Open Graph Auditor Topic Hub: https://www.pixelmojo.io/topics/open-graph-auditor - Site Freshness Auditor Topic Hub: https://www.pixelmojo.io/topics/site-freshness-auditor - Radar AI Readiness Badge Topic Hub: https://www.pixelmojo.io/topics/radar-badge - Source Influence Map Topic Hub: https://www.pixelmojo.io/topics/source-influence-map - Prompt SOV Score Topic Hub: https://www.pixelmojo.io/topics/prompt-sov-score - Schema Completeness Audit Topic Hub: https://www.pixelmojo.io/topics/schema-completeness-audit - Hallucination Detection Topic Hub: https://www.pixelmojo.io/topics/hallucination-detection - Brand Disambiguation Check Topic Hub: https://www.pixelmojo.io/topics/brand-disambiguation - AI Visibility Benchmarks by Industry (Anonymized) Topic Hub: https://www.pixelmojo.io/topics/ai-visibility-benchmarks - Radar Brand Index Topic Hub: https://www.pixelmojo.io/topics/radar-brand-index - Pixelmojo Self-Audit Topic Hub: https://www.pixelmojo.io/topics/pixelmojo-self-audit - Sample Radar Report Topic Hub: https://www.pixelmojo.io/topics/radar-sample-report - Multi-Agent AI Systems Topic Hub: https://www.pixelmojo.io/topics/multi-agent-systems - AI Technical Debt Topic Hub: https://www.pixelmojo.io/topics/ai-technical-debt - Claude Code Development Topic Hub: https://www.pixelmojo.io/topics/claude-code-development - Anthropic Agent SDK Topic Hub: https://www.pixelmojo.io/topics/anthropic-agent-sdk - Design Psychology Topic Hub: https://www.pixelmojo.io/topics/design-psychology - AI Code Ownership Topic Hub: https://www.pixelmojo.io/topics/ai-code-ownership - Growth Marketing Topic Hub: https://www.pixelmojo.io/topics/growth-marketing **AI APIs and Manifests** - Knowledge API: https://www.pixelmojo.io/api/ask (POST { question } or GET ?q=) - MCP Server: https://www.pixelmojo.io/api/mcp (Streamable HTTP; tool: ask_pixelmojo) - OpenAPI 3.1 Spec: https://www.pixelmojo.io/.well-known/openapi.json - Legacy AI Plugin Manifest (format of the original ChatGPT plugins beta, wound down in 2024): https://www.pixelmojo.io/.well-known/ai-plugin.json - Crawl Policy: https://www.pixelmojo.io/.well-known/ai-policy.json - Security Contact: https://www.pixelmojo.io/.well-known/security.txt - Expanded LLMs map: https://www.pixelmojo.io/llms-full.txt **Consulting** - Consulting for Agencies: https://www.pixelmojo.io/consulting **Direct-Client Services** - AI Visibility Strategy: https://www.pixelmojo.io/services/ai-visibility-strategy - AI Product Development: https://www.pixelmojo.io/services/ai-product-development - Brand & Sales Design: https://www.pixelmojo.io/services/revenue-first-design - Growth Marketing: https://www.pixelmojo.io/services/ai-powered-growth **Company** - Services: https://www.pixelmojo.io/services - About Pixelmojo (studio, founder, how we work): https://www.pixelmojo.io/about - Our Mission (the mission, the problem behind it, what we build): https://www.pixelmojo.io/mission - Videos (each with its transcript): https://www.pixelmojo.io/videos - Video: A Closer Look at Pixelmojo: Radar, Vector and Hive: https://www.pixelmojo.io/videos/a-closer-look-at-pixelmojo - Video: Meet Pixelmojo: AI Products for Real Business: https://www.pixelmojo.io/videos/meet-pixelmojo - Video: Can AI Tell Your Client Apart? A Real AI Visibility Finding: https://www.pixelmojo.io/videos/can-ai-tell-your-client-apart - Video: Does AI Get You? Meet Scout, Your Guide to Radar: https://www.pixelmojo.io/videos/meet-scout-your-guide-to-radar - Video: When Buyers Ask AI Who to Choose, Do You Make the Shortlist?: https://www.pixelmojo.io/videos/do-you-make-the-ai-shortlist - Video: What Should We Fix First? AI Search Visibility for Agencies: https://www.pixelmojo.io/videos/what-should-we-fix-first - Video: Website Access vs AI Answers: What Should You Check?: https://www.pixelmojo.io/videos/website-access-vs-ai-answers - Video: What Is a Content Graph? Lloyd & Scout Explain: https://www.pixelmojo.io/videos/what-is-a-content-graph - Video: Which Lead Should We Call First? AI Lead Qualification with Vector: https://www.pixelmojo.io/videos/ai-lead-qualification-with-vector - Video: Why Am I Explaining This Again? AI Agent Handoffs with Hive: https://www.pixelmojo.io/videos/ai-agent-handoffs-with-hive - Video: Lost in AI Answers? Scout Finds What to Check Next: https://www.pixelmojo.io/videos/lost-in-ai-answers - Video: Does AI Understand Your Business? Scout's Saudi Adventure (Arabic): https://www.pixelmojo.io/videos/does-ai-understand-your-business-arabic - Video: How to Use Radar: Check How AI Describes Your Business (1-Minute Guide): https://www.pixelmojo.io/videos/how-to-use-radar - Video: What Is Decision-Stage AI Visibility? Lloyd & Scout Explain Radar: https://www.pixelmojo.io/videos/what-is-decision-stage-ai-visibility - Video: AI Didn't Mention Us. What Do We Fix? Lloyd & Scout, Before You Press Panic: https://www.pixelmojo.io/videos/before-you-press-panic - Video: AI Says It's the “Best.” Ask This Before You Trust It | Lloyd & Scout: https://www.pixelmojo.io/videos/ai-says-best - Video: Wrong Business or Wrong Fact? Scout Checks the Report: https://www.pixelmojo.io/videos/wrong-business-or-wrong-fact - Video: What's Behind a Radar Score? | Scout Explains: https://www.pixelmojo.io/videos/whats-behind-a-radar-score - Video: Which SEO Finding Is Worth Fixing? | Scout Explains: https://www.pixelmojo.io/videos/which-seo-finding-is-worth-fixing - Video: The Coffee's Sorted… Your Website's Next | Try Radar on Your Agency Site: https://www.pixelmojo.io/videos/try-radar-on-your-agency-site-arabic - Brand Guidelines v3 (current identity guide): https://www.pixelmojo.io/brand - Projects: https://www.pixelmojo.io/projects - Brand System Case Study (portfolio, July 2026 identity): https://www.pixelmojo.io/projects/pixelmojo-brand-system - Lakbay AI Case Study: https://www.pixelmojo.io/projects/lakbay-ai - Vector Case Study: https://www.pixelmojo.io/projects/vector - Mojo AI Case Study: https://www.pixelmojo.io/projects/mojo-ai - SEO Intelligence Platform Case Study: https://www.pixelmojo.io/projects/seo-intelligence-platform - Real Estate Earnings Tracker Case Study: https://www.pixelmojo.io/projects/real-estate-earnings-tracker - Logistics Track & Trace Case Study: https://www.pixelmojo.io/projects/logistics-track-trace-system - Blog: https://www.pixelmojo.io/blogs - Capabilities: https://www.pixelmojo.io/capabilities - Contact: https://www.pixelmojo.io/contact-us - Pricing: https://www.pixelmojo.io/pricing - Philippines (local pricing): https://www.pixelmojo.io/philippines - Radar in Arabic / رادار بالعربية (Gulf market: Saudi Arabia, UAE, GCC): https://www.pixelmojo.io/ar/radar - Arabic guide: how your business appears in AI answers / كيف تظهر شركتك في إجابات الذكاء الاصطناعي؟: https://www.pixelmojo.io/ar/blog/ai-answers-business-visibility - Press & Media: https://www.pixelmojo.io/press - Founder Credentials: https://www.pixelmojo.io/credentials - Pixelmojo Labs (Research): https://www.pixelmojo.io/labs - State of AI Visibility 2026 Report: https://www.pixelmojo.io/labs/state-of-ai-visibility-2026 - AI Visibility Benchmarks (Anonymized): https://www.pixelmojo.io/labs/leaderboards - Brand Index (50 named brands, transparent reference): https://www.pixelmojo.io/labs/brand-index - Our Radar Report (Pixelmojo self-audit): https://www.pixelmojo.io/labs/our-radar-report **Policies** - AI Policy (how Pixelmojo uses AI, and how AI agents may use this site): https://www.pixelmojo.io/ai-policy - Privacy Policy: https://www.pixelmojo.io/privacy-policy - Cookie Policy: https://www.pixelmojo.io/cookie-policy - Terms of Service: https://www.pixelmojo.io/terms-of-service - Refund Policy: https://www.pixelmojo.io/refund-policy --- ## Use Policy **Allowed:** - Citing content with attribution - Including in AI-assisted answers with source links - Indexing for search with attribution - Model training by the curated training crawlers allowed in our robots.txt (GPTBot, ClaudeBot, Google-Extended, CCBot, Applebot-Extended), with attribution. Search and user-directed retrieval agents are allowed separately. Policy updated 2026-09-06. **Not allowed:** - Model training or scraping by crawlers blocked in our robots.txt (data brokers and adversarial scrapers: cohere-ai, Meta-ExternalAgent, Bytespider, Diffbot, Omgili) - Verbatim republishing without permission - Commercial redistribution **Attribution:** Source: Lloyd Pilapil, Pixelmojo (pixelmojo.io) **Policy sources:** [robots.txt](https://www.pixelmojo.io/robots.txt) · [AI policy](https://www.pixelmojo.io/ai-policy) · [Crawl policy JSON](https://www.pixelmojo.io/.well-known/ai-policy.json) · [Terms](https://www.pixelmojo.io/terms-of-service) · [Privacy](https://www.pixelmojo.io/privacy-policy) --- ## Contact - **Email:** founders@pixelmojo.io - **Phone:** +63-917-165-8601 (GMT+8) - **Location:** 111 Paseo de Roxas, Makati, Metro Manila, Philippines - **Security reports:** https://www.pixelmojo.io/.well-known/security.txt (RFC 9116) **Booking:** https://www.pixelmojo.io/contact-us --- ## Legal © 2024-2026 Pixelmojo. All rights reserved. Governed by Philippine law. --- *This file is dynamically generated from 98 published articles. It updates automatically when new content is published.*