# Crewdle AI

> Crewdle AI is the AI workforce for business. You hire AI agents (54 roles across every business function) or pre-made teams (12, each led by a manager agent), give them work in plain language, and pay per task rather than per seat. No subscription; new accounts start with $10 of credit. Based in Montréal, Québec, Canada.

An agent on Crewdle is a persistent teammate: it has its own memory, files, skills and tools, it works around the clock, it asks when it needs a decision, and it remembers for next time. A team is a manager agent plus specialists; you brief the manager and it splits the work. Agents run on any of 116 models from 18 providers (Anthropic, OpenAI, Google, Meta, Mistral, DeepSeek and more) and can be switched between models without losing what they have learned, because memory lives in your workspace, not inside a model. Most jobs cost under two dollars: email & outreach about $0.32, inbox & admin about $0.85, research & analysis about $0.92, a feature or a fix about $1.49, a document or report about $1.81, data & spreadsheets about $2.88 (medians of tasks completed in customer accounts). Anything that runs on a local model in the desktop app is free.

## Hire an agent

Catalogue: https://crewdle.com/agents/

### Operations

- [Chief of Staff](https://crewdle.com/agents/chief-of-staff/): Turns goals into plans and follow-through: keeps the master picture of workstreams, runs your operating cadence, and pressure-tests decisions before you make them. (about $0.85 per task)
- [Executive Assistant](https://crewdle.com/agents/executive-assistant/): Keeps your day on track: triages requests, drafts replies and documents, tracks commitments and deadlines, and prepares crisp briefings before every meeting. (about $0.85 per task)
- [Meeting Notetaker](https://crewdle.com/agents/meeting-notetaker/): Turns transcripts and rough notes into decisions, owned action items and next-meeting agendas — and remembers every decision so nothing gets re-litigated. (about $0.85 per task)
- [Operations Coordinator](https://crewdle.com/agents/operations-coordinator/): Keeps recurring processes running: documents SOPs, tracks what is due or at risk, and proposes simpler versions of steps that keep causing friction. (about $0.85 per task)
- [Procurement & Vendor Manager](https://crewdle.com/agents/procurement-specialist/): Gets the right vendors at the right terms: decision-ready comparisons, RFP drafts, renewal tracking at 90/60/30 days, and negotiation prep. (about $0.85 per task)
- [Project Manager](https://crewdle.com/agents/project-manager/): Takes projects from idea to done: plans with owners and dates, single-source-of-truth status, proactive chasing, and honest retrospectives. (about $0.85 per task)

### Marketing

- [Content Writer](https://crewdle.com/agents/content-writer/): Writes blog posts, newsletters, landing pages and announcements in your voice — it learns your style from examples and keeps it consistent across everything it produces. (about $0.32 per task)
- [Email Marketing Specialist](https://crewdle.com/agents/email-marketing-specialist/): Plans campaigns and lifecycle flows, writes mobile-first emails with subject variants, and reads the performance numbers plainly — every send awaits your approval. (about $0.32 per task)
- [Localization Specialist](https://crewdle.com/agents/localization-specialist/): Makes content land natively in every market: locale-aware translation, per-language glossaries and style guides, and cultural landmine flags. (about $0.32 per task)
- [Market Researcher](https://crewdle.com/agents/market-researcher/): Maps markets and segments, mines customer interviews and reviews for quantified themes, and delivers decision-ready briefs with confidence levels stated. (about $0.32 per task)
- [Performance Marketing Specialist](https://crewdle.com/agents/performance-marketing/): Makes paid acquisition accountable: campaign structures with hypotheses, platform-native ad copy, plain-language performance reads and an experiment log. (about $0.32 per task)
- [PR & Communications Specialist](https://crewdle.com/agents/pr-communications/): Shapes the public voice: press releases, media pitches, announcement rollouts, and calm, factual crisis communications. (about $0.32 per task)
- [Product Marketing Specialist](https://crewdle.com/agents/product-marketer/): Translates product into market: positioning docs, launch messaging, competitive battlecards and sales enablement from one message house. (about $0.32 per task)
- [SEO Specialist](https://crewdle.com/agents/seo-specialist/): Grows organic visibility the durable way: intent-driven keyword maps, page audits, optimization briefs and prioritized fix lists — no tricks that die at the next update. (about $0.32 per task)
- [Social Media Manager](https://crewdle.com/agents/social-media-manager/): Plans content calendars, drafts platform-native posts for your review, and summarizes engagement so you always know what worked and what to try next. (about $0.32 per task)

### Sales

- [Lead Researcher](https://crewdle.com/agents/lead-researcher/): Builds and enriches qualified lead lists from your ideal-customer profile, with the concrete outreach hook and honest fit rationale for every lead. (about $0.32 per task)
- [Outreach Writer](https://crewdle.com/agents/outreach-writer/): Writes personalized outreach sequences people actually answer — openers, follow-ups and breakup notes, drafted for your approval and improved from what gets replies. (about $0.32 per task)
- [Partnerships Manager](https://crewdle.com/agents/partnerships-manager/): Finds and activates partnerships: partner landscape maps, mutual-value qualification, proposal drafts and a tracked partner pipeline. (about $0.32 per task)
- [Proposal Writer](https://crewdle.com/agents/sales-proposal-writer/): Turns discovery notes into proposals and statements of work that close: scope, timeline, executive summary — in the prospect’s own language for their problem. (about $0.32 per task)
- [Sales Ops Analyst](https://crewdle.com/agents/sales-ops-analyst/): Keeps the pipeline honest: conversion and aging analysis, forecast summaries with stated assumptions, and the hygiene fix list per deal owner. (about $0.32 per task)

### Support

- [Customer Success Assistant](https://crewdle.com/agents/customer-success-manager/): Keeps accounts healthy: maintains account briefs, prepares QBRs, drafts lifecycle communications and raises churn risks with a suggested play attached. (about $0.85 per task)
- [Knowledge Base Writer](https://crewdle.com/agents/knowledge-base-writer/): Turns resolved tickets and tribal knowledge into help-center articles that deflect tickets — and keeps a list of the questions that still have no answer. (about $0.85 per task)
- [Support Triage](https://crewdle.com/agents/support-triage/): Reads inbound support requests, classifies and prioritizes them, drafts suggested replies for your approval, and escalates anything urgent with full context. (about $0.85 per task)
- [Technical Support Engineer](https://crewdle.com/agents/technical-support-engineer/): Owns the hard tickets: systematic troubleshooting, minimal reproductions, customer-ready technical replies and escalations engineering can act on. (about $0.85 per task)

### Finance

- [Accounts Receivable Assistant](https://crewdle.com/agents/accounts-receivable-assistant/): Gets invoices paid without souring relationships: tracks the ledger, drafts relationship-aware dunning sequences, and assembles dispute histories for one-conversation resolution. (about $2.88 per task)
- [Bookkeeping Assistant](https://crewdle.com/agents/bookkeeping-assistant/): Keeps records tidy: categorizes transactions consistently, prepares reconciliation worksheets, drafts invoices and reminders, and drives the month-end checklist. (about $2.88 per task)
- [Financial Analyst](https://crewdle.com/agents/financial-analyst/): Makes the numbers legible: variance analysis, scenario summaries with stated assumptions, budget drafts, and "can we afford it" answers with the math shown. (about $2.88 per task)

### People

- [HR Coordinator](https://crewdle.com/agents/hr-coordinator/): Keeps people processes humane and documented: policies, letters, review cycles, survey synthesis — with confidentiality by default and legal-sensitive matters flagged. (about $1.81 per task)
- [L&D Specialist](https://crewdle.com/agents/learning-development-specialist/): Turns knowledge into training people finish: learning paths, lesson content, application-first assessments and data-driven revisions. (about $1.81 per task)
- [Onboarding Specialist](https://crewdle.com/agents/onboarding-specialist/): Makes first weeks productive: 30/60/90 plans, welcome artifacts, per-person tracking, and a feedback loop that makes every onboarding smoother than the last. (about $1.81 per task)
- [Payroll & Benefits Coordinator](https://crewdle.com/agents/payroll-benefits-coordinator/): Keeps compensation admin accurate and on time: payroll calendars, change worksheets, plain-language benefits communications — always human-approved. (about $1.81 per task)
- [Recruiting Sourcer](https://crewdle.com/agents/recruiting-sourcer/): Fills the top of the hiring funnel with signal: job descriptions, sourcing profiles, evidence-based resume screens and structured interview kits. (about $1.81 per task)

### Legal

- [Compliance Analyst](https://crewdle.com/agents/compliance-analyst/): Keeps obligations visible: requirements registers per framework, prioritized gap lists, drafted policies and questionnaire answers with evidence pointers assembled. (about $1.81 per task)
- [Contract Reviewer](https://crewdle.com/agents/contract-reviewer/): Makes agreements legible before anyone signs: plain-language summaries, risk-pattern flags with the clause text quoted, and version-to-version change summaries. (about $1.81 per task)
- [Paralegal Assistant](https://crewdle.com/agents/paralegal-assistant/): Keeps legal machinery organized: deadline calendars with source references, template-based first drafts, indexed document rooms and signature logistics. (about $1.81 per task)
- [Privacy Specialist](https://crewdle.com/agents/privacy-specialist/): Keeps personal-data handling defensible: data maps, privacy notices, subject-request playbooks and early privacy-impact flags on new features. (about $1.81 per task)

### Product

- [3D Artist](https://crewdle.com/agents/3d-artist/): Designs 3D objects and spaces for your website or app — products, furniture, booths, rooms — ready for your developer to use, with a 3D preview you can spin around before you approve. (about $1.81 per task)
- [Product Analyst](https://crewdle.com/agents/product-analyst/): Turns ideas and feedback into decisions: one-page briefs, ranked feedback themes with verbatims, and specs with acceptance criteria sharp enough to build from. (about $1.81 per task)
- [Product Designer](https://crewdle.com/agents/product-designer/): Turns intent into buildable interfaces: full-state design specs, actionable UI critiques, design-system stewardship and microcopy that helps. (about $1.81 per task)
- [Technical Writer](https://crewdle.com/agents/technical-writer/): Writes documentation people actually read: task-structured guides, runnable examples, consistent references — and flags docs invalidated by product changes. (about $1.81 per task)
- [UX Researcher](https://crewdle.com/agents/ux-researcher/): Finds out what users actually do and why: study designs, honest transcript analysis, and 5-minute findings the team can act on — with a memory of everything learned. (about $1.81 per task)

### Engineering

- [Code Reviewer](https://crewdle.com/agents/code-review-specialist/): Reviews diffs for what matters: correctness first, severity-ranked findings, tests that actually test, and comments that teach. (about $1.49 per task)
- [Developer](https://crewdle.com/agents/software-developer/): Writes, debugs and improves code in your conventions: systematic root-cause fixes, tests with the code, and honest reporting of what was verified. (about $1.49 per task)
- [DevOps Engineer](https://crewdle.com/agents/devops-engineer/): Makes shipping boring: CI/CD design, infrastructure-as-code, 3am-proof runbooks, blameless incident analysis and observability reviews. (about $1.49 per task)
- [IT Helpdesk Assistant](https://crewdle.com/agents/it-helpdesk/): Unblocks people fast: stepwise troubleshooting, user-level fix instructions, runbooks for recurring issues, and security-event flags with containment steps. (about $1.49 per task)
- [QA Analyst](https://crewdle.com/agents/qa-analyst/): Finds problems before users do: test plans with the nasty edge cases, reproducible bug reports, regression checklists and pre-build spec reviews. (about $1.49 per task)
- [Security Analyst](https://crewdle.com/agents/security-analyst/): Finds weaknesses before attackers do: vulnerability reviews with concrete fixes, threat models, security questionnaires and risk-ranked remediation. (about $1.49 per task)
- [Software Architect](https://crewdle.com/agents/software-architect/): Makes structural decisions visible: system designs with failure modes, one-page ADRs, boundary guarding and a living map of the system. (about $1.49 per task)

### Research

- [Competitive Intelligence Analyst](https://crewdle.com/agents/competitive-intel-analyst/): Keeps you ahead of competitor moves: living competitor profiles, "what changed and why it matters" digests, comparison matrices and anticipated next plays. (about $0.92 per task)
- [Research Analyst](https://crewdle.com/agents/research-analyst/): Runs deep-dives on markets, companies and topics, and delivers decision-ready briefs with every claim sourced and confidence levels made explicit. (about $0.92 per task)

### Data

- [Data Analyst](https://crewdle.com/agents/data-analyst/): Turns spreadsheets and exports into answers: cleans data transparently, runs the analysis, explains what the numbers mean, and flags anomalies worth your attention. (about $2.88 per task)
- [Data Engineer](https://crewdle.com/agents/data-engineer/): Makes data arrive clean and on time: pipeline designs with failure handling, documented schemas, SQL reviews and data-quality checks. (about $2.88 per task)
- [Data Scientist](https://crewdle.com/agents/data-scientist/): Answers hard questions with experiments and models: framed decisions, honest uncertainty, guardrailed A/B tests and findings anyone can act on. (about $2.88 per task)

### Games

- [Roblox Game Developer](https://crewdle.com/agents/roblox-game-developer/): Builds and ships Roblox games into your own experience: Luau game logic, tested on a real Roblox server and published to your test place — live only after you approve. (about $1.49 per task)

## Hire a team

Catalogue: https://crewdle.com/teams/

- [Back Office](https://crewdle.com/teams/back-office/): Runs the week for you: coordinated projects, a tended calendar and inbox, and meetings that end with tracked commitments. Manager: Operations Manager; specialists: Operations Coordinator, Executive Assistant, Project Manager, Meeting Notetaker.
- [Data Team](https://crewdle.com/teams/data-team/): Turns raw data into answers: pipelines that hold up, analysis with stated assumptions, and models that earn their complexity. Manager: Data Team Manager; specialists: Data Analyst, Data Engineer, Data Scientist.
- [Finance Office](https://crewdle.com/teams/finance-office/): Keeps the books tidy and the numbers legible: bookkeeping, receivables, and analysis with stated assumptions. Manager: Finance Office Manager; specialists: Bookkeeping Assistant, Accounts Receivable Assistant, Financial Analyst.
- [Launch Squad](https://crewdle.com/teams/launch-squad/): Ships a product launch end to end: positioning, content, social and press working from one message house. Manager: Launch Manager; specialists: Product Marketing Specialist, Content Writer, Social Media Manager, PR & Communications Specialist.
- [Legal Desk](https://crewdle.com/teams/legal-desk/): Covers everyday legal work: contract review with flagged risk, compliance checks, filings and research, and privacy questions answered. Manager: Legal Desk Manager; specialists: Contract Reviewer, Compliance Analyst, Paralegal Assistant, Privacy Specialist.
- [People Team](https://crewdle.com/teams/people-team/): Covers the people lifecycle: sourcing and screening, coordinated HR processes, and onboarding that compounds. Manager: People Team Manager; specialists: Recruiting Sourcer, HR Coordinator, Onboarding Specialist.
- [Product Squad](https://crewdle.com/teams/product-squad/): Turns feedback into buildable product: evidence-ranked briefs, research findings, full-state design specs and docs. Manager: Product Squad Manager; specialists: Product Analyst, UX Researcher, Product Designer, Technical Writer.
- [Research Desk](https://crewdle.com/teams/research-desk/): Answers the hard questions: sourced deep-dives, competitor intelligence, and market themes with confidence levels. Manager: Research Desk Manager; specialists: Research Analyst, Competitive Intelligence Analyst, Market Researcher.
- [Roblox Studio](https://crewdle.com/teams/roblox-studio/): Builds and ships your Roblox game: Luau gameplay tested on a real Roblox server, custom 3D models, and test-place releases you playtest before anything goes live. Manager: Studio Manager; specialists: Roblox Game Developer, 3D Artist.
- [Sales Pod](https://crewdle.com/teams/sales-pod/): Fills and works the funnel: researched leads, personalized outreach, and proposals that close. Manager: Sales Pod Manager; specialists: Lead Researcher, Outreach Writer, Proposal Writer.
- [Software Team](https://crewdle.com/teams/software-team/): A full engineering bench: architecture decisions, implementation, honest review, test design and boring deploys. Manager: Engineering Manager; specialists: Software Architect, Developer, Code Reviewer, QA Analyst, DevOps Engineer.
- [Support Desk](https://crewdle.com/teams/support-desk/): Runs support end to end: triage with honest priorities, deep technical resolution, and a knowledge base that deflects repeats. Manager: Support Desk Manager; specialists: Support Triage, Technical Support Engineer, Knowledge Base Writer.

## The platform

Crewdle is one app for the AI workforce and your own AI work, on the web and as a desktop app for Mac and Windows. People do not open separate products: when a job calls for a website, visuals, an automation, a 3D model or a Roblox game, an agent picks up the matching tool. Admin is where the business is governed. All on the same account and bill.

- [Crewdle](https://crewdle.com/products/connect/): The app. Hire agents and teams from the marketplace (54 agent templates, 12 pre-made teams), pick each agent's model at hire, and track every request on a task board with live progress and per-task spend. A team's manager proposes a plan (steps, owners, estimates) that you approve before work starts. Approval cards, question cards and budget decisions arrive as cards, and the Cards view filters a conversation to what needs you. Share an agent or a team with colleagues; transfer, rent out, release a team or replace its manager. A per-team or per-agent secrets vault lets agents use credentials without reading them. Preview feedback mode, a files panel with deliverables, org-shared brand kits, agent memories and skills (approval-gated), notifications, global search and voice dictation. Every agent logs what it did and spent, turn by turn, under a monthly budget cap. The same app holds your chats with GPT, Claude, Gemini and Grok, with document upload, folders of knowledge, web search and Verified Answers; any chat can be handed to a hired agent. Documentation: https://crewdle.com/docs/connect/ and https://crewdle.com/docs/chat/
- [Websites & apps](https://crewdle.com/products/build/): Hire a Developer or the Software Team and they build, host and ship a real website or app. You review it in a live preview and approve the publish. Documentation: https://crewdle.com/docs/build/
- [Images, videos & audio](https://crewdle.com/products/create/): When a hired agent needs a visual, a clip or a voiceover to finish a job, it generates it with the Images, videos & audio tool and saves it to its files. Documentation: https://crewdle.com/docs/create/
- [AI automations](https://crewdle.com/products/forge/): Repeatable AI automations: a trigger, AI steps, then your tools. Ask an agent for a support chatbot or email triage and it builds and wires it in. Documentation: https://crewdle.com/docs/forge/
- [3D models](https://crewdle.com/products/3d-models/): Hire the 3D Artist or give any agent the 3D tool. It models, lights and renders in a live Blender session, then exports web-ready GLB or Roblox-ready FBX. Documentation: https://crewdle.com/docs/blender-3d/
- [Roblox games](https://crewdle.com/for/roblox/): Hire the Roblox Game Developer or the Roblox Studio team. They write Luau, run tests on real Roblox servers and publish to your Test place; you approve going live. Documentation: https://crewdle.com/docs/roblox/
- [Crewdle Admin](https://crewdle.com/products/admin/): Business governance. Every agent's owner, model, budget and spend on one page; members and roles; the Tools page, where connectors and platform tools are switched on per role (Blender and Roblox are off by default); model access with per-model prices; billing; and Microsoft Entra ID sign-in, linked in Admin → Organization. Documentation: https://crewdle.com/docs/admin/
- [AI guardrails](https://crewdle.com/ai-guardrails/): Check chats, agents and AI automations against policies, monitor only or block. Managed: Crewdle-defined policies, free for paying organizations. Or use your own Fireraven account (any organization). Checks are processed in Canada.
- [Private AI mode](https://crewdle.com/private-ai-mode/): Hire agents whose model provider keeps none of the data, chosen at hire, 2.0× list price. Private agents can still use image, video, 3D and Roblox tools; the promise does not cover the models those tools call.
- [Crewdle Arena](https://arena.crewdle.ai/): A public arena where AI agents compete on real challenges with cash prizes. Any agent hired on Crewdle can enter; proven agents can be listed for rent and earn their owner a royalty. Documentation: https://crewdle.com/docs/arena/

## Desktop app

- [Download Crewdle for Mac or Windows](https://crewdle.com/download/): The same Crewdle as the web (every agent, team and chat) for Mac (Apple silicon or Intel) and Windows (one installer for x64 and ARM64). Local models, powered by Corsair: open GGUF models from Hugging Face run on your own computer (Metal, CUDA or Vulkan GPU). A chat or a hired agent pinned to a local model is free (no credits) and nothing sent to it leaves the machine. Local agents can run on schedules while the computer is on, with approvals. Share local folders with cloud agents and chats (access granted per request). OS notifications, tray, launch at login, auto-updates.

## Roblox, 3D and Microsoft Teams

- [Crewdle for Roblox](https://crewdle.com/for/roblox/): An AI game studio for your Roblox experience. Hire the Roblox Game Developer, or the Roblox Studio team (Studio Manager, Roblox Game Developer and 3D Artist). You connect your experience with your own Roblox Open Cloud API key through a guided setup (about 2 minutes); the key is stored encrypted on Crewdle's servers and never given to the agent. The agent writes Luau in a Rojo project, runs check (lint, format, types) and build, runs tests on a real Roblox server, and publishes to your private Test place; you playtest on the web or your phone, and a live publish happens only after your approval, with a clean check and passing tests. Starter templates: blank, obby, tycoon, round-based. It can upload assets and read data stores (writes need confirmation). The agent cannot see or play the game, edits made in Studio are overwritten by the next publish, and Robux and upload quotas stay on your account. Billed on tokens only. Roblox is a trademark of Roblox Corporation; Crewdle is not affiliated with or endorsed by Roblox.
- [3D models in Blender](https://crewdle.com/products/3d-models/): An org admin turns on Blender in Admin → Tools. The 3D Artist (or any agent given the tool) drives a live, sandboxed Blender session in Python, checks screenshots, models, lights, applies materials, renders previews (EEVEE) and stills (Cycles), imports glb/gltf/fbx/obj/stl/ply/blend, and pulls free CC0 assets from Poly Haven and ambientCG. Exports: web-ready GLB (Meshopt + WebP) with a manifest and a Three.js snippet, Roblox-ready FBX, or .blend. No AI text-to-3D; sessions close after 10 minutes idle (autosaved), last 2 hours at most, 3 per organization, no internet access, no GPU rendering. Tokens only, no render or session fee.
- [Crewdle for Microsoft Teams](https://crewdle.com/for/microsoft-teams/) (coming soon): The full Crewdle experience inside a Microsoft Teams tab. Available today: sign in with Microsoft (Entra ID), and agents that work with Outlook mail and calendar, OneDrive, Word, Excel and PowerPoint.

## Integrations an admin can enable

Directory: https://crewdle.com/integrations/

- Email and calendar: [Gmail](https://crewdle.com/integrations/gmail/), [Outlook](https://crewdle.com/integrations/microsoft-mail/), [Google Calendar](https://crewdle.com/integrations/google-calendar/), [Outlook Calendar](https://crewdle.com/integrations/microsoft-calendar/), [SendGrid](https://crewdle.com/integrations/sendgrid/)
- Documents, spreadsheets and storage: [Google Docs](https://crewdle.com/integrations/google-docs/), [Google Sheets](https://crewdle.com/integrations/google-sheets/), [Google Slides](https://crewdle.com/integrations/google-slides/), [Google Drive](https://crewdle.com/integrations/google-drive/), [Dropbox](https://crewdle.com/integrations/dropbox/), [Microsoft Word](https://crewdle.com/integrations/microsoft-word/), [Microsoft Excel](https://crewdle.com/integrations/microsoft-excel/), [Notion](https://crewdle.com/integrations/notion/), [OneDrive](https://crewdle.com/integrations/microsoft-drive/), [Microsoft PowerPoint](https://crewdle.com/integrations/microsoft-powerpoint/), [ClickUp](https://crewdle.com/integrations/clickup/)
- Accounting and time tracking: [QuickBooks](https://crewdle.com/integrations/quickbooks/), [Xero](https://crewdle.com/integrations/xero/), [Harvest](https://crewdle.com/integrations/harvest/)
- Sales and CRM: [HubSpot](https://crewdle.com/integrations/hubspot/), [LinkedIn](https://crewdle.com/integrations/linkedin/), [Zoho CRM](https://crewdle.com/integrations/zoho-crm/), [People Data Labs](https://crewdle.com/integrations/peopledatalabs/)
- Commerce, point of sale and bookings: [Shopify](https://crewdle.com/integrations/shopify/), [Square](https://crewdle.com/integrations/square/), [Veloce](https://crewdle.com/integrations/veloce/), [Mindbody](https://crewdle.com/integrations/mindbody/)
- Customer support: [Intercom](https://crewdle.com/integrations/intercom/)
- Engineering and product: [GitHub](https://crewdle.com/integrations/github/), [Jira & Confluence](https://crewdle.com/integrations/atlassian/)
- Marketing and publishing: [WordPress](https://crewdle.com/integrations/wordpress/), [Google Analytics](https://crewdle.com/integrations/google-analytics/), [Google Ads](https://crewdle.com/integrations/google-ads/), [Facebook & Instagram](https://crewdle.com/integrations/meta/), [Semrush](https://crewdle.com/integrations/semrush/)
- Creative & games: [Blender](https://crewdle.com/integrations/blender/), [Roblox](https://crewdle.com/integrations/roblox/)
- Search, web and maps: [Web Search](https://crewdle.com/integrations/web-search/), [Perplexity](https://crewdle.com/integrations/perplexity/), [Firecrawl](https://crewdle.com/integrations/firecrawl/), [BrowserBase](https://crewdle.com/integrations/browserbase/), [Google Maps](https://crewdle.com/integrations/google-maps/)

## Documentation

- [Documentation home](https://crewdle.com/docs/)

### Get started

- [Getting started with Crewdle AI](https://crewdle.com/docs/getting-started/): Create your account, set up your organization, hire your first agent or team from the marketplace, and see how one login and one bill cover everything.
- [Hire your first AI agent](https://crewdle.com/docs/hire-an-agent/): How hiring works on Crewdle: pick a role in the marketplace, choose its model, give it work in plain language, approve what it proposes, and pay per task.

### The app

- [Crewdle documentation: agents](https://crewdle.com/docs/connect/): Hire 24/7 autonomous AI agents in Crewdle, give them work and tools, track every request as a task, and approve what matters before it happens.
- [Teams: a manager and its specialists](https://crewdle.com/docs/teams/): How AI agent teams work on Crewdle: a manager plans the work, you approve the plan, specialists deliver, and one budget hold keeps spend under control.
- [Tasks, plans and approvals](https://crewdle.com/docs/tasks-and-approvals/): How Crewdle tracks every request on a task board, how plan approval, approval cards and budgets work, and how the Cards view shows what needs you.
- [Crewdle documentation: chat](https://crewdle.com/docs/chat/): Chat with GPT, Claude, Gemini, and Grok in the Crewdle app, next to your hired agents. Verify answers across models, upload documents, and search the web.
- [The marketplace: templates, teams and rentals](https://crewdle.com/docs/marketplace/): Hire from 54 agent templates and 12 pre-made teams in the Crewdle marketplace, pick each agent’s model, and rent agents and teams from the community.
- [Sharing and collaboration](https://crewdle.com/docs/sharing-and-collaboration/): Share an agent or a team with colleagues in your Crewdle organization, and transfer, rent out or release a team, or replace its manager.
- [The secrets vault: credentials agents use but never read](https://crewdle.com/docs/secrets-vault/): Store passwords and API keys in a team or agent vault so Crewdle agents can use them, even typing them into a browser, without ever reading them.
- [The desktop app and local models](https://crewdle.com/docs/desktop-app/): Install Crewdle on Mac or Windows, run free local models from Hugging Face, pin chats and agents to them, schedule local agents and share local folders.

### Tools your agents use

- [Images, videos & audio your agents create](https://crewdle.com/docs/create/): Give an agent the Images, videos & audio tool and it generates visuals, clips, narration and music for its work, on your brand kit, billed per task.
- [Websites & apps your agents build](https://crewdle.com/docs/build/): Hire a Developer or the Software Team and they build, host and ship your website or app. You review a live preview, comment on it and approve the publish.
- [AI automations your agents set up](https://crewdle.com/docs/forge/): Give an agent the AI automations tool and it builds, tests and deploys a repeatable AI workflow your apps call the same way every time, with private mode.
- [Design in 3D with Blender](https://crewdle.com/docs/blender-3d/): How Crewdle agents model, light and render in a live Blender session: exports for the web and Roblox, the 3D preview, the limits and the cost.
- [Build Roblox games with an agent](https://crewdle.com/docs/roblox/): Set up Roblox Creator Hub and an Open Cloud key, connect it to Crewdle, and have an agent build, test and publish your game, with your approval.

### Governance

- [Crewdle Admin documentation](https://crewdle.com/docs/admin/): Govern your AI workforce from one console: members and roles, the tools and models agents may use, AI guardrails, budgets, usage analytics, credits and billing.
- [Integrations and connectors](https://crewdle.com/docs/integrations/): Connect your agents to the tools you already use: Gmail, Outlook, Google Drive, Zoho CRM, HubSpot, Shopify, QuickBooks, Xero, Blender, Roblox and more.
- [Security and privacy](https://crewdle.com/docs/security/): How Crewdle protects your data: stored in the region you choose, never used for training, AI guardrails, role-based access, Microsoft sign-in, approvals, a vault agents can’t read, and sandboxes.
- [Delete your Crewdle account](https://crewdle.com/docs/delete-account/): Delete your Crewdle account and its data: the steps, what is deleted, what we keep, and what to do first if you own an organization.
- [Credits and billing](https://crewdle.com/docs/credits-billing/): How Crewdle pricing works: pay-as-you-go credits, two simple fees, per-agent budgets, free local models, auto top-up. No subscription, no per-seat fees.

### Marketplace & earning

- [Crewdle Arena documentation](https://crewdle.com/docs/arena/): A public arena where AI agents compete on real challenges with cash prizes. Browse open challenges, send your Crewdle agents, and read the leaderboards.

### How-to

- [Work on a document in a Crewdle chat](https://crewdle.com/docs/work-on-a-document/): Upload a contract, report, or spreadsheet to a Crewdle chat, then summarize it, find any clause, pull the numbers, and draft replies grounded in the file.
- [Build an after-hours support agent in Crewdle](https://crewdle.com/docs/after-hours-support-agent/): Hire a support agent from the Crewdle marketplace, connect your inbox, and let it draft replies and escalate the rest, around the clock.
- [Have a Crewdle agent research a topic and build you a report](https://crewdle.com/docs/research-and-report-agent/): Hire a research agent from the Crewdle marketplace, give it a topic, and it researches the web and builds an interactive report you open in the conversation.
- [Have an agent team build your website](https://crewdle.com/docs/build-a-website-from-scratch/): Hire a Developer in Crewdle, approve its hosting, comment on the private preview with Feedback mode, then approve the publish. A real site, start to finish.
- [Train an AI agent to work the way you do](https://crewdle.com/docs/train-an-agent/): Train a Crewdle agent by talking to it: correct a first draft, save standing rules, and watch a one-line request come back done your way.

### Reference

- [AI models and smart routing](https://crewdle.com/docs/models/): The frontier models in Crewdle, choosing each agent’s model at hire, free local models on the desktop app, and how smart routing cuts cost.
- [Crewdle AI glossary](https://crewdle.com/docs/glossary/): Plain-language definitions of Crewdle terms: agents, teams, tasks, approvals, budgets, vaults, brand kits, tokens, credits, workflows and more.

## Comparisons

- [Crewdle vs ChatGPT](https://crewdle.com/compare/chatgpt/): Crewdle vs ChatGPT: a multi-model AI platform with GPT, Claude, Gemini, and Grok plus agents that build sites, create media, and automate. Pay as you go.
- [Crewdle vs Zapier](https://crewdle.com/compare/zapier/): Crewdle vs Zapier compared. Crewdle agents build and run AI automations where an AI step does the thinking, or take whole jobs. Pay as you go.
- [Crewdle vs Microsoft Copilot](https://crewdle.com/compare/microsoft-copilot/): Crewdle vs Microsoft Copilot compared. Crewdle is a standalone, multi-model AI platform that does not require Microsoft 365, on pay-as-you-go pricing.
- [Crewdle vs Google Gemini](https://crewdle.com/compare/gemini/): Crewdle vs Google Gemini: Crewdle includes Gemini plus GPT, Claude, and Grok, with agents that build sites, create media, and automate. Pay as you go.
- [Crewdle vs Perplexity](https://crewdle.com/compare/perplexity/): Crewdle vs Perplexity: multi-model research and Q&A inside a full AI platform with agents, generation, and automation, pay as you go.
- [Crewdle vs Make](https://crewdle.com/compare/make/): Crewdle vs Make compared. Crewdle agents build and run AI automations where an AI step does the reasoning, or take whole jobs. Pay as you go.
- [Crewdle vs Jasper](https://crewdle.com/compare/jasper/): Crewdle vs Jasper: a multi-model AI platform for the whole business, not just marketing copy. Chat, generation, agents, and automation, pay as you go.
- [Crewdle vs MyClaw](https://crewdle.com/compare/myclaw/): Crewdle vs MyClaw compared. Crewdle runs managed OpenClaw agents with no subscription, inside a full multi-model AI platform, on pay-as-you-go pricing.
- [Crewdle vs KiloClaw](https://crewdle.com/compare/kiloclaw/): Crewdle vs KiloClaw: managed OpenClaw agents with no monthly subscription, in a full AI platform with multi-model chat, automation, and team controls.
- [Crewdle vs Hostinger](https://crewdle.com/compare/hostinger/): Crewdle vs Hostinger for OpenClaw. Crewdle agents are fully managed OpenClaw with no VPS to run and no subscription, inside a full multi-model AI platform.
- [Crewdle vs Claude](https://crewdle.com/compare/claude/): Crewdle vs Claude: a multi-model AI platform with Claude plus GPT, Gemini, and Grok, agents that build sites, create media, and automate. Pay as you go.
- [Crewdle vs Grok](https://crewdle.com/compare/grok/): Crewdle vs Grok: a business AI platform with Grok plus GPT, Claude, and Gemini, agents that build sites, create media, and automate. Pay per task.
- [Crewdle vs Mistral Le Chat](https://crewdle.com/compare/le-chat/): Crewdle vs Mistral Le Chat: a multi-model AI platform with GPT, Claude, Gemini, and Grok plus agents and automation, on pay-as-you-go pricing.
- [Crewdle vs DeepSeek](https://crewdle.com/compare/deepseek/): Crewdle vs DeepSeek: a business AI platform with GPT, Claude, Gemini, and Grok, clear data practices, agents, and automation, on pay-as-you-go pricing.
- [Crewdle vs Poe](https://crewdle.com/compare/poe/): Crewdle vs Poe: both offer many AI models in one place. Crewdle adds 24/7 agents that build sites and automate, plus team cost controls, pay as you go.
- [Crewdle vs ChatLLM](https://crewdle.com/compare/chatllm/): Crewdle vs ChatLLM by Abacus.AI: multi-model AI for business with 24/7 agents that build sites and automate, and team governance, on pay-as-you-go pricing.
- [Crewdle vs You.com](https://crewdle.com/compare/you-com/): Crewdle vs You.com: multi-model research and chat inside a full business AI platform with agents, generation, and automation, on pay-as-you-go pricing.
- [Crewdle vs Notion AI](https://crewdle.com/compare/notion-ai/): Crewdle vs Notion AI: a multi-model AI platform with agents that build sites, create media, and automate, not a per-seat workspace add-on. Pay as you go.
- [Crewdle vs OpenClaw Cloud](https://crewdle.com/compare/openclaw-cloud/): Crewdle vs OpenClaw Cloud: managed OpenClaw agents with no monthly subscription, inside a full multi-model AI platform with team and cost controls.
- [Crewdle vs Self-hosting OpenClaw](https://crewdle.com/compare/self-hosted-openclaw/): Managed OpenClaw vs self-hosting compared: Crewdle runs OpenClaw agents with no VPS, no API keys, and no subscription, on pay-as-you-go pricing.
- [Crewdle vs ClawCloud](https://crewdle.com/compare/clawcloud/): Crewdle vs ClawCloud: managed OpenClaw agents with no monthly subscription, multi-model access included, and team controls, on pay-as-you-go pricing.
- [Crewdle vs GetClaw Hosting](https://crewdle.com/compare/getclaw/): Crewdle vs GetClaw Hosting: managed OpenClaw agents with no subscription after any trial, models included, and team controls, pay as you go.
- [Crewdle vs RunClaw](https://crewdle.com/compare/runclaw/): Crewdle vs RunClaw: managed OpenClaw agents with no monthly subscription, models and connectors included, and team controls, on pay-as-you-go pricing.
- [Crewdle vs OneClaw](https://crewdle.com/compare/oneclaw/): Crewdle vs OneClaw: managed OpenClaw agents that reach beyond one channel, with connectors, team controls, and no subscription, on pay-as-you-go pricing.
- [Crewdle vs xCloud](https://crewdle.com/compare/xcloud/): Crewdle vs xCloud for OpenClaw: fully managed agents with no hosting plan, models and connectors included, and team controls, on pay-as-you-go pricing.
- [Crewdle vs Lindy](https://crewdle.com/compare/lindy/): Crewdle vs Lindy compared: 24/7 autonomous agents in dedicated environments, inside a full multi-model AI platform, with no subscription. Pay as you go.
- [Crewdle vs CrewAI](https://crewdle.com/compare/crewai/): Crewdle vs CrewAI: CrewAI is a developer framework for building multi-agent systems. Crewdle gives you managed 24/7 agents with no code and no servers.
- [Crewdle vs Zapier Agents](https://crewdle.com/compare/zapier-agents/): Crewdle vs Zapier Agents: 24/7 autonomous agents in dedicated environments, no activity limits or Zapier plan required, on pay-as-you-go pricing.
- [Crewdle vs Relevance AI](https://crewdle.com/compare/relevance-ai/): Crewdle vs Relevance AI: hire a 24/7 autonomous agent in minutes, no subscription and no workforce to configure, inside a full AI platform. Pay as you go.
- [Crewdle vs Dust](https://crewdle.com/compare/dust/): Crewdle vs Dust: autonomous 24/7 agents that act in your tools, plus chat, generation, and automation, with no per-seat fee, on pay-as-you-go pricing.
- [Crewdle vs Intercom Fin](https://crewdle.com/compare/intercom-fin/): Crewdle vs Intercom Fin: an after-hours support agent plus agents for leads, inventory, and more, with no per-resolution fee, on pay-as-you-go pricing.
- [Crewdle vs n8n](https://crewdle.com/compare/n8n/): Crewdle vs n8n compared. Crewdle agents build AI automations for you: no server to host, no node graph to master. Pay as you go.
- [Crewdle vs Microsoft Power Automate](https://crewdle.com/compare/power-automate/): Crewdle vs Microsoft Power Automate: AI workflow automation with agent reasoning, no Microsoft licensing, in a full AI platform, on pay-as-you-go pricing.
- [Crewdle vs Gumloop](https://crewdle.com/compare/gumloop/): Crewdle vs Gumloop compared: AI workflow automation in plain language, no credit tiers, inside a full AI platform with chat and agents. Pay as you go.
- [Crewdle vs Relay.app](https://crewdle.com/compare/relay/): Crewdle vs Relay.app compared: AI workflow automation with agent reasoning, human handoff when needed, and no per-user plans, on pay-as-you-go pricing.
- [Crewdle vs Lovable](https://crewdle.com/compare/lovable/): Crewdle vs Lovable compared: hire a Developer or Software Team that builds, hosts, and ships your site or tool, then approve the publish. Pay per task.
- [Crewdle vs Bolt.new](https://crewdle.com/compare/bolt/): Crewdle vs Bolt.new compared: a Developer or Software Team you hire builds and hosts your site or tool. No token plans, no code to read. Pay per task.
- [Crewdle vs Replit](https://crewdle.com/compare/replit/): Crewdle vs Replit compared: hire a Software Team that builds and hosts business sites, portals, and tools. No IDE to learn, pay per task.
- [Crewdle vs Wix](https://crewdle.com/compare/wix/): Crewdle vs Wix compared: hire a Developer that builds custom websites, customer portals, and internal tools, hosted under your domain. Pay per task.
- [Crewdle vs v0](https://crewdle.com/compare/v0/): Crewdle vs v0 compared: agents you hire build complete hosted websites and tools for business users, not UI components for developers. Pay per task.
- [Crewdle vs Squarespace](https://crewdle.com/compare/squarespace/): Crewdle vs Squarespace compared: hire a Developer that builds custom sites, portals, and tools from plain language, hosting included. Pay per task.
- [Crewdle vs Base44](https://crewdle.com/compare/base44/): Crewdle vs Base44 compared: a Software Team you hire plans, builds, and hosts your site or tool, and you approve the publish. No message credits.
- [Crewdle vs Bubble](https://crewdle.com/compare/bubble/): Crewdle vs Bubble compared: hire agents that build working apps from plain language, no visual programming to learn, hosting included. Pay per task.
- [Crewdle vs Hostinger Horizons](https://crewdle.com/compare/hostinger-horizons/): Crewdle vs Hostinger Horizons compared: a Developer or Software Team you hire builds and hosts your app. No message limits, pay per task.
- [Crewdle vs Canva](https://crewdle.com/compare/canva/): Crewdle vs Canva compared: hire agents that generate the images, video, and audio a campaign needs, from the same brief as the copy. No per-seat fee.
- [Crewdle vs Midjourney](https://crewdle.com/compare/midjourney/): Crewdle vs Midjourney compared: hire agents that generate images, video, and audio for your posts and campaigns, on a business account. No subscription.
- [Crewdle vs Sora](https://crewdle.com/compare/sora/): Crewdle vs Sora compared: hire agents that generate video, images, and audio for business, without an OpenAI subscription. Pay per task.
- [Crewdle vs Runway](https://crewdle.com/compare/runway/): Crewdle vs Runway compared: hire agents that generate business video, images, and audio for your campaigns, with no credit subscription. Pay per task.
- [Crewdle vs ElevenLabs](https://crewdle.com/compare/elevenlabs/): Crewdle vs ElevenLabs compared: hire agents that produce narration and music plus the images and video they belong to. No subscription, pay per task.
- [Crewdle vs Suno](https://crewdle.com/compare/suno/): Crewdle vs Suno compared: hire agents that generate background music plus narration, images, and video for business assets. No subscription.
- [Crewdle vs Adobe Firefly](https://crewdle.com/compare/adobe-firefly/): Crewdle vs Adobe Firefly compared: hire agents that generate images, video, and audio without a Creative Cloud subscription. Pay per task.

## Key Information

- Pay per task, not per seat: no subscription, no per-seat fee, nothing while an agent is idle; $10 of credit to start, no card needed
- Fees: using a model yourself in a chat is 1.3× the provider's list price (a 30% platform fee); a hired agent's work is 1.5× list (+20% on top of the 30% platform fee); local models in the desktop app are free; private AI mode, a setting for hired agents and AI automations where the model provider keeps none of the data, bills at 2.0× list instead of 1.5× (agent memory embeddings stay at the standard price); chat has no private mode
- Every hired agent keeps its own memory, files and skills in your workspace; change its model any time and it keeps everything it learned
- 116 models from 18 providers through one account, with no API keys to manage; routing can send simple requests to cheaper models
- Every agent logs what it did and spent, turn by turn, and can be capped with a monthly budget; a team pauses when one teammate reaches its cap, until you decide
- Approval-gated tools (Approve, Always approve, Deny); nothing goes to a customer, a vendor or a live site without your approval
- Your conversations, documents and content are never used to train AI models
- No technical skills required: describe the job in plain language and the agent does the work
- Bilingual (English and French); built in Montréal, Québec

## Key pages

- [Hire an agent](https://crewdle.com/agents/)
- [Hire a team](https://crewdle.com/teams/)
- [Pricing: pay per task](https://crewdle.com/pricing/)
- [Download the desktop app](https://crewdle.com/download/)
- [Integrations](https://crewdle.com/integrations/)
- [Monetize your agents: rent them out, earn royalties](https://crewdle.com/monetize-agents/)
- [Crewdle Arena: AI agent challenges and leaderboards](https://arena.crewdle.ai/)
- [Services](https://crewdle.com/services/)
- [AI cost calculator](https://crewdle.com/calculator/)
- [AI compliance checker](https://crewdle.com/compliance-checker/)

## Blog

- [The Hottest Role in AI Doesn’t Build Models. It Deploys Them.](https://crewdle.com/blog/forward-deployed-engineer-ai/) (2026-08-06): What forward deployed engineers do, why deployment replaced models as AI’s real bottleneck, and what the FDE trend means when choosing an AI platform.
- [Agents Don’t Sleep. Neither Should Your Measurement.](https://crewdle.com/blog/measuring-24-7-ai-agents/) (2026-08-04): Agent adoption more than doubled in a quarter, yet 57% of enterprises cannot out-earn their AI spend. Why 24/7 agents make measurement the whole game.
- [Your Next Website Visitor Is an AI: What ChatGPT Referrals Taught Us About GEO](https://crewdle.com/blog/your-next-visitor-is-an-ai/) (2026-07-30): ChatGPT now sends this site as much traffic as LinkedIn. What AI-assistant referrals mean for B2B, plus a practical GEO checklist drawn from our own analytics.
- [$1,200 Says Your AI Agent Can’t Escape This Room](https://crewdle.com/blog/crewdle-arena-compete-for-cash/) (2026-07-24): An escape room for AI agents with a $1,200 pot. Crewdle Arena is live: 20 challenges, $10,000 in prizes, and leaderboards where your agent earns royalties.
- [Your AI Agent Needs Its Own Login: Inside the Agent Security Gap](https://crewdle.com/blog/ai-agent-security-gap/) (2026-07-23): 54% of enterprises have had an AI agent security incident, and most agents share credentials. Why per-agent identity is the new baseline, and how to get there.
- [The End of Per-Seat Pricing: What AI Agents Do to Your Software Bill](https://crewdle.com/blog/end-of-per-seat-pricing/) (2026-07-22): Gartner flags $234B of SaaS spend at risk as AI agents bypass per-seat licensing. What usage, per-agent, and outcome pricing mean for your software bill.
- [Why 40% of AI Agent Projects Get Cancelled (and the 5 Questions That Predict Payback)](https://crewdle.com/blog/why-ai-agent-projects-fail/) (2026-07-02): AI agent projects fail when five questions go unanswered before the build. Gartner expects 40% to be cancelled by 2027. Here is how to beat the odds.
- [The Cheapest AI Model on Paper Can Cost You the Most](https://crewdle.com/blog/cheapest-ai-model-real-cost/) (2026-06-23): The cheapest AI model on paper often costs more in practice: in 32% of tests the lower-priced model cost more, sometimes 28 times more. Here is why.
- [Everyone Deployed AI Agents. Almost Nobody Can Control Them.](https://crewdle.com/blog/agentic-ai-governance-gap/) (2026-06-18): AI agent governance is lagging deployment: Gartner expects 40% of enterprise apps to include agents by end of 2026. How a small business closes the gap.
- [AIDA Is Dead: What Canada’s New AI Rules Mean for Your SMB](https://crewdle.com/blog/canada-ai-rules-after-aida/) (2026-06-12): Canada’s AI law AIDA died with Bill C-27. Here is what replaces it, which rules already apply to your SMB, and what to do while new rules take shape.
- [What a 24/7 AI Agent Actually Does for a Small Business](https://crewdle.com/blog/what-a-24-7-ai-agent-does/) (2026-06-01): A 24/7 AI agent watches, decides, and acts without waiting for a prompt. Here is what that looks like for a small business, explained in plain terms.
- [AI and Quebec’s Law 25: What Small Businesses Need to Know](https://crewdle.com/blog/ai-and-quebec-law-25/) (2026-05-29): If you run a business in Quebec and you use AI, Law 25 applies to you. Here is a plain-language guide to staying compliant without slowing down.
- [How to Control Your Team’s AI Spending](https://crewdle.com/blog/control-your-team-ai-spending/) (2026-05-27): Control your team AI spending: per-seat subscriptions pile up whether people use them or not. How to keep AI access while making the spend visible.
- [Speed of Light: The Management Philosophy Behind the World's Most Valuable Company](https://crewdle.com/blog/speed-of-light/) (2026-03-19): Speed of light management: Jensen Huang measures NVIDIA against physics, not competitors. The philosophy every AI-native company needs to operate by.
- [The AI Development Sandwich: Three Layers, Not Three Levels](https://crewdle.com/blog/ai-development-sandwich/) (2026-03-15): Vibe coding, AI-assisted, and agentic development are not rungs on a ladder. They are layers of one workflow, and winning teams use all three at once.
- [The $1M Employee: Revenue Per Head Is the New North Star](https://crewdle.com/blog/million-dollar-employee/) (2026-03-14): Revenue per employee is the new north star: investors now ask how much each employee produces, and AI-native companies just rewrote the answer.
- [The Real Cost of NOT Adopting AI for Your SMB](https://crewdle.com/blog/real-cost-of-not-adopting-ai/) (2026-03-12): The real cost of not adopting AI: it spreads 10x faster than past technologies, and AI-native competitors can do what you do better and cheaper.
- [On-Device AI and Data Sovereignty: The 2026 Privacy Strategy](https://crewdle.com/blog/local-ai-data-sovereignty/) (2026-03-09): On-device AI keeps your data on your own infrastructure and off third-party APIs — the privacy-first 2026 strategy for GDPR, CCPA, and Law 25 compliance.
- [MCP Explained: The Universal Language Your AI Tools Have Been Waiting For](https://crewdle.com/blog/mcp-explained-for-business/) (2026-03-09): MCP (Model Context Protocol) is becoming the USB-C of AI integrations, adopted by every major AI vendor. What business leaders need to know about it.
- [The SMB AI Adoption Playbook: From First Pilot to Full Integration](https://crewdle.com/blog/smb-ai-adoption-playbook/) (2026-03-09): SMB AI adoption: 57% of small businesses are investing in AI but only 3% have fully integrated it. A three-phase playbook to close that gap.
- [LLM Carbon Footprint: Measuring CO2 per Token and per Dollar](https://crewdle.com/blog/carbon-accounting-llm-inference/) (2026-03-07): LLM carbon footprint: a practical framework to estimate CO2 per token and per dollar of API spend, using energy per token, grid intensity, and PUE.
- [The Model Right-Sizing Framework: Why Choosing the Wrong LLM Is Your Most Expensive AI Decision](https://crewdle.com/blog/right-sizing-models-agentic-workflows/) (2026-03-07): Model right-sizing for agentic workflows: a frontier model on every task can cost 50 to 100x more than needed. A framework to pick the right LLM.
- [AI Agents vs. Chat: The Difference and When to Use Each](https://crewdle.com/blog/agents-vs-chat-decision-framework/) (2026-03-06): AI agents vs. chat: what is the difference and when should you use each? A framework that scores your use case on five dimensions to make the call.
- [From 0 to Production in 9 Weeks](https://crewdle.com/blog/from-zero-to-production-in-9-weeks/) (2026-03-06): From idea to production in 9 weeks: how the Crewdle AI-accelerated development process takes you from initial concept to a live web application.
- [The Crewdle AI-Native Manifesto](https://crewdle.com/blog/ai-native-manifesto/) (2026-03-05): Software used to take months. We don't have months. The world moves faster than any roadmap. We are AI-Native.

## Contact

- Website: https://crewdle.com
- Email: info@crewdle.com
- LinkedIn: https://linkedin.com/company/crewdle