# Bagel AI > Bagel AI is the product brain for hyper-growth, SME and enterprise companies. It turns customer feedback from sales calls, support tickets, chats and threads, together with business data like usage and revenue, into quantified, prioritized product decisions at over 95% accuracy, using 12X fewer tokens than the raw data. Product teams work from those decisions directly, and AI coding agents like Claude Code, Cursor and Codex get them through the Bagel AI MCP server. Bagel AI trains a dedicated model for each customer, connects to 100+ tools and is SOC 2 Type II certified. > Start here: - [What is a product brain?](https://bagel.ai/product-brain/): what a product brain is, how it works and who uses it - [AI for product managers](https://bagel.ai/ai-for-product-managers/): how PMs use AI today and how Bagel AI ranks requests by their KPIs and checks what shipped - [Enterprise](https://bagel.ai/enterprise/): security, SSO, audit trail and the Enterprise plan - [Pricing](https://bagel.ai/pricing/): plans start at $24K a year with no per-seat fees - [Platform overview](https://bagel.ai/platform-overview/): how the product brain works - [Bagel AI MCP server](https://bagel.ai/platform-overview/bagel-mcp/): validated product decisions for AI coding agents - [Data Room](https://bagel.ai/data-room/): research, build vs buy math and customer stories - [Bagel AI vs Productboard](https://bagel.ai/compare/productboard-alternative/): how each one ranks what to build and what it costs, whether you replace Productboard or run both - [Bagel AI vs Enterpret](https://bagel.ai/compare/enterpret-alternative/): how each one ranks customer requests and what it costs, side by side - [Bagel AI vs Unwrap](https://bagel.ai/compare/unwrap-ai-alternative-why-product-teams-switch-to-bagel-ai/): how each one ranks requests, what reaches engineering and what it costs, side by side - [Bagel AI vs unitQ](https://bagel.ai/compare/unitq-alternative-why-product-teams-switch-to-bagel-ai/): how each one handles product requests and what it costs, now that unitQ leads with support QA - [Bagel AI vs Aha!](https://bagel.ai/compare/aha-alternative/): how each one ranks requests, and what Aha! costs as more people plan in it - [Bagel AI vs UserVoice](https://bagel.ai/compare/uservoice-alternative-why-product-teams-switch-to-bagel-ai/): how each one collects and ranks feature requests, and what happens after launch - [Bagel AI vs Canny](https://bagel.ai/compare/canny-alternative/): how each one ranks requests and what reaches engineering, side by side - [Bagel AI vs Pendo Listen](https://bagel.ai/compare/pendo-listen-alternative/): how each one ranks requests and hands them to engineering, and how each is priced - [Bagel AI vs Miro Insights](https://bagel.ai/compare/reforge-insights-alternative/): where Reforge Insights is heading inside Miro, and how each one ranks requests - [All comparisons](https://bagel.ai/compare/): Bagel AI next to Productboard, Enterpret, Aha! and other product tools, in one table ## Pages - [Customer feedback software](https://bagel.ai/customer-feedback-software/): Customer feedback software for product teams In the product See every mention land on one ranked request A sales call,... - [Bagel AI vs Canny](https://bagel.ai/compare/canny-alternative/): Side by side Bagel AI and Canny, row by row Nine things product leaders check when they compare the two.... - [Security](https://bagel.ai/security/): Our commitment Your customer conversations are some of the most sensitive data your company holds. We built Bagel AI so... - [AI for product managers](https://bagel.ai/ai-for-product-managers/): How it works See what Bagel AI does with one request This example follows a request for audit log exports,... - [What is a product brain?](https://bagel.ai/product-brain/) - [Enterprise](https://bagel.ai/enterprise/): Last updated: October 18, 2026 - [Bagel AI Data Room](https://bagel.ai/data-room/) - [Everything AI](https://bagel.ai/platform/everything-ai/) - [AI Product Opportunities](https://bagel.ai/platform-overview/ai-product-opportunities/) - [Bagel Discovery OS](https://bagel.ai/platform-overview/bagel-discovery-os/) - [Bagel MCP](https://bagel.ai/platform-overview/bagel-mcp/) - [The Product Brain Generic AI Can't Replace](https://bagel.ai/compare/ai-chat-alternative/): Bagel MCP Keep ChatGPT and Claude, and give them a product brain Bagel MCP serves validated product decisions, with the... - [Bagel AI vs Aha!](https://bagel.ai/compare/aha-alternative/): Side by side Bagel AI and Aha! , row by row Nine things product leaders check when they compare the... - [Bagel AI vs UserVoice](https://bagel.ai/compare/uservoice-alternative-why-product-teams-switch-to-bagel-ai/): Side by side Bagel AI and UserVoice, row by row Nine things product leaders check when they compare the two.... - [Bagel AI vs unitQ](https://bagel.ai/compare/unitq-alternative-why-product-teams-switch-to-bagel-ai/): Side by side Bagel AI and unitQ, row by row Nine things product leaders check when they compare the two.... - [Bagel AI vs Unwrap](https://bagel.ai/compare/unwrap-ai-alternative-why-product-teams-switch-to-bagel-ai/): Side by side Bagel AI and Unwrap, row by row Nine things product leaders check when they compare the two.... - [Bagel AI vs Miro Insights](https://bagel.ai/compare/reforge-insights-alternative/): Side by side Bagel AI and Miro Insights, row by row Nine things product leaders check when they compare the... - [Bagel AI vs Pendo Listen](https://bagel.ai/compare/pendo-listen-alternative/): Side by side Bagel AI and Pendo Listen, row by row Nine things product leaders check when they compare the... - [Build vs. Buy Product Intelligence Platform](https://bagel.ai/compare/build-vs-buy-product-intelligence-platform/): The 50-hour experiment We rebuilt Bagel AI with Claude Code in 50 hours We ran it as an experiment and... - [Triage Calculator](https://bagel.ai/triage-calculator/) - [Pricing](https://bagel.ai/pricing/): Bagel AI pricing Plans for the product brain, with unlimited seats and a 30-day pilot on your own data. Pro... - [Bagel AI vs Productboard](https://bagel.ai/compare/productboard-alternative/): Side by side Bagel AI and Productboard, row by row Nine things product leaders check when they compare the two.... - [Compare](https://bagel.ai/compare/): The full table Bagel AI compared with the tools product teams use today Each of these tools is good at... - [Bagel AI vs Enterpret](https://bagel.ai/compare/enterpret-alternative/): Side by side Bagel AI and Enterpret, row by row Nine things product leaders check when they compare the two.... - [Platform Overview](https://bagel.ai/platform-overview/): How the Bagel AI product brain works Bagel AI reads every sales call, support ticket, chat and thread, and ranks... - [Privacy Commitment](https://bagel.ai/privacy-commitment/): We understand the importance of protecting your sensitive data and are committed to ensuring your peace of mind when integrating... - [Blog](https://bagel.ai/blog/) - [About Us](https://bagel.ai/about-us/) - [Terms of Use](https://bagel.ai/terms-of-use/): These Terms of Use, together with any other agreements or terms incorporated by reference, including the Privacy Policy available at:... - [Privacy Policy](https://bagel.ai/privacy-policy/): Introduction We at Bagel Technologies Inc. (“us“, “we” or “Company“) respect the privacy of our users (each, a “User” or... - [Book a Demo](https://bagel.ai/book-a-demo/) - [Home](https://bagel.ai/): Your product decisions in Claude Cursor Codex ChatGPT via Bagel AI MCP → ## Posts - [Can AI prioritize your product backlog? What the 2026 tests show](https://bagel.ai/blog/can-ai-prioritize-your-product-backlog-what-the-2026-tests-show/): Triage was a manageable tax when feedback arrived in dozens a week. It arrives in thousands now, across sales calls,... - [What happens when AI coding agents build without product context](https://bagel.ai/blog/what-happens-when-ai-coding-agents-build-without-product-context/): For a stretch of their experiment, a team at OpenAI spent every Friday cleaning up after Codex. That’s 20% of... - [The product manager job AI wants is the one from 1931](https://bagel.ai/blog/the-product-manager-job-ai-wants-is-the-one-from-1931/): In 1931, a junior executive at Procter & Gamble wrote an 800-word memo asking for two more hires. He wanted... - [Backlog zero in 2026: definitions, the clearance math, and how to check a claim](https://bagel.ai/blog/backlog-zero-in-2026-definitions-the-clearance-math-and-how-to-check-a-claim/): There are four ways to empty a backlog and only one of them involves delivering software: ship the work, reject... - [Survivorship bias in product decisions: how to measure what your roadmap misses](https://bagel.ai/blog/survivorship-bias-in-product-decisions-how-to-measure-what-your-roadmap-misses/): Ranking product requests by how many times they were mentioned is still the most common way I see roadmaps get... - [Introducing Everything AI: AI Product Opportunities, Discovery OS, and MCP. Build the Right Thing, Faster](https://bagel.ai/blog/introducing-everything-ai-ai-product-opportunities-discovery-os-and-mcp-build-the-right-thing-faster/): Your coding agents ship fast and ship blind. Today that changes. Claude Code knows your codebase. Cursor knows your file... - [21% accurate, even with every tool connected: what Anthropic learned about AI and messy data](https://bagel.ai/blog/21-accurate-even-with-every-tool-connected-what-anthropic-learned-about-ai-and-messy-data/): Anthropic connected their data to Claude and asked it real questions. The answers looked great. The kind you’d forward to... - [The PM and developer used to pass work across a wall. AI knocked the wall down. Now what?](https://bagel.ai/blog/the-pm-and-developer-used-to-pass-work-across-a-wall-ai-knocked-the-wall-down-now-what/): For twenty years the product manager and the developer ran a relay. The PM gathered customer input, wrote the spec,... - [How MCP is Changing The Way Product Teams Work With AI](https://bagel.ai/blog/how-mcp-is-changing-how-product-teams-work-with-ai/): MCP became the default way AI agents connect to external data in 2025. In 2026, it’s quietly rewriting how product... - [What is an Autonomous Product Decision Layer? A Guide for AI-Native Teams](https://bagel.ai/blog/what-is-an-autonomous-product-decision-layer-a-guide-for-ai-native-teams/): Product teams are surrounded by AI tools that don’t share context. The autonomous product decision layer is the architecture that... - [Miro Acquires Reforge: What Product Teams Need to Know Now](https://bagel.ai/blog/miro-acquires-reforge-what-product-teams-need-to-know-now/): On March 24, 2026, Miro announced it was acquiring Reforge, including the Reforge team, the learning platform, and the company’s... - [Fast Doesn't Mean Right. What the Anthropic Podcast Left Out About Product Decisions.](https://bagel.ai/blog/fast-doesnt-mean-right-what-the-anthropic-podcast-left-out-about-product-decisions/): Cat Wu went on Lenny’s Podcast last week and described a product org that ships features in days, removes process... - [The Accountability Gap: Who's Accountable When AI Makes the Call?](https://bagel.ai/blog/the-accountability-gap-whos-accountable-when-ai-makes-the-call/): A few weeks ago I stood in front of a room of product leaders at the PLA AI Product Summit... - [We Asked 3 AI Models the Same Question About the Future of Product Management](https://bagel.ai/blog/we-asked-3-ai-models-the-same-question-about-the-future-of-product-management/): We gave Claude Opus 4. 7, Gemini 3. 1 Pro, and ChatGPT 5. 5 the same question: “What is the... - [The PM's New Design Loop: What Claude Design Changes About Shipping](https://bagel.ai/blog/the-pms-new-design-loop-what-claude-design-changes-about-shipping/): For most of the last decade, the bottleneck between a product idea and something you could show someone wasn’t thinking.... - [Pendo Acquires Chisel Labs: What Are the Best Chisel Alternatives and What Product Teams Need Now](https://bagel.ai/blog/pendo-acquires-chisel-labs-what-are-the-best-chisel-alternatives-and-what-product-teams-need-now/): Pendo has acquired Chisel Labs, an AI-powered product management platform used by teams to build roadmaps, collect feedback, and align... - [The Context Reckoning: Why Shipping Speed Is No Longer the Competitive Advantage You Think It Is](https://bagel.ai/blog/the-context-reckoning-why-shipping-speed-is-no-longer-the-competitive-advantage-you-think-it-is/): Recap from the ProductLed Alliance webinar featuring Bagel AI CEO Ohad Biron Every product team is shipping faster than ever.... - [The PM Role Is Becoming Something Else](https://bagel.ai/blog/the-pm-role-is-becoming-something-else/): For a long time, product management was defined by coordination. You sat between engineering and the business and translated. You... - [13 Cheat Codes for Getting More Out of Claude Code](https://bagel.ai/blog/13-cheat-codes-for-getting-more-out-of-claude-code/): You’re a PM. You probably started using Claude Code because an engineer on your team couldn’t stop talking about it.... - [The PM's Field Guide to AI Coding Tools in 2026](https://bagel.ai/blog/the-pms-field-guide-to-ai-coding-tools-in-2026/): There’s a version of this article that opens with a bold claim about how AI has “revolutionized” product management. This... - [AI Tools for Product Managers in 2026: A Practical Guide by Use Case](https://bagel.ai/blog/ai-tools-for-product-managers-in-2026-a-practical-guide-by-use-case/): AI tools for PMs in 2026 are not rare. They are everywhere. The hard part is not finding tools. The... - [50+ AI Prompts Product Managers Use Weekly (2026 Edition).](https://bagel.ai/blog/50-ai-prompts-product-managers-use-weekly-2026-edition/): This guide is a working prompt library. It’s meant to be bookmarked, reused, and shared inside teams. Each section explains... - [The Product Tools Teams Struggled With Before Bagel AI](https://bagel.ai/blog/the-product-tools-teams-struggled-with-before-bagel-ai/): Product teams rarely struggle because they lack tools. They struggle because their tools don’t agree with each other. Customer feedback... - [The Dashboard Graveyard: How Product Teams Actually Use Insight Today](https://bagel.ai/blog/the-dashboard-graveyard-how-product-teams-actually-use-insight-today/): Product teams are surrounded by data. The real challenge is accessing the right context at the moment a decision is... - [The Revenue Accountability Gap: Why Volume is a Vanity Metric in Product Management](https://bagel.ai/blog/the-revenue-accountability-gap-why-volume-is-a-vanity-metric-in-product-management/): In most B2B organizations, the product roadmap is a battleground of competing opinions. Sales teams push for features based on... - [Ending Data Decay: Why Manual Taxonomy Kills Product Strategy](https://bagel.ai/blog/ending-data-decay-why-manual-taxonomy-kills-product-strategy/): Most Product teams and Product ops leaders are stuck in a cycle of manual triage. They spend hours every week... - [Beyond the PRD: 3 Questions You can Ask Bagel AI Right Now to Validate Your Product Ideas](https://bagel.ai/blog/beyond-the-prd-3-questions-you-can-ask-bagel-ai-right-now-to-validate-your-product-ideas/): Product Managers are currently navigating an AI paradox. While 65 to 72% of companies now use generative AI in at... - [The Real Meaning of Product Velocity (And Why AI Won’t Save You If You’re Solving the Wrong Problem)](https://bagel.ai/blog/the-real-meaning-of-product-velocity-and-why-ai-wont-save-you-if-youre-solving-the-wrong-problem/): By Yuval Nachman, CPO & Co-founder, Bagel AI Everyone wants to go faster. Product velocity has become one of those... - [Why Most Internal AI Tools Age Like Milk](https://bagel.ai/blog/why-most-internal-ai-tools-age-like-milk/): Many companies I meet today are building something with AI. Some teams are training models, others are wiring APIs, and... - [Meet Ask Bagel AI: The AI Chat That Turns Product Evidence Into Fast, High-Impact Decisions](https://bagel.ai/blog/meet-ask-bagel-ai-a-smarter-faster-way-to-get-product-clarity/): Product teams have plenty of information. Bagel already centralizes customer evidence from calls, tickets, CRM fields and feedback. The real... - [Cycle.app Acquired by Atlassian: What Are the Best Cycle Alternatives and What Product Teams Need Next](https://bagel.ai/blog/cycle-app-acquired-by-atlassian-what-are-the-best-cycle-alternatives-and-what-product-teams-need-next/): When the news broke that Atlassian acquired Cycle, many product managers paused to reflect. The tool they trusted to organize... - [The 2× Failure Rate of Internal AI Builds and What Smart Product Teams Are Doing Instead](https://bagel.ai/blog/the-2x-failure-rate-of-internal-ai-builds-and-what-smart-product-teams-are-doing-instead/): The gold rush to build GenAI in-house has become one of the quietest productivity drains inside product-led companies. Teams are... - [Building a Living Roadmap: How Always-On Feedback and AI Product Intelligence Redefine Product Velocity](https://bagel.ai/blog/building-a-living-roadmap-how-always-on-feedback-and-ai-product-intelligence-redefine-product-velocity/): B2B product teams have a planning problem. Roadmaps look organized in spreadsheets and slide decks, yet most fail the moment... - [The AI-Native Product Manager | Part 4: Stop Writing Prompts Like a Tourist - Craft Product-Aware AI Conversations](https://bagel.ai/blog/the-ai-native-product-manager-part-4-stop-writing-prompts-like-a-tourist-craft-product-aware-ai-conversations/): Key Takeaways Why Prompting Is Product Work Welcome to Part 4 of our series on becoming an AI-Native Product Manager.... - [Product Velocity at PLA San Francisco: Lessons for Modern Product Leaders](https://bagel.ai/blog/product-velocity-at-pla-san-francisco-lessons-for-modern-product-leaders/): The PLA Summit in San Francisco felt different this year. The tone of the conversations was sharper, more grounded in... - [Product Velocity: The New Rules for AI-Driven Impact - PLA CPO Summit | Fireside Chat Recap](https://bagel.ai/blog/product-velocity-the-new-rules-for-ai-driven-impact-pla-cpo-summit-fireside-chat-recap/): Oded Gal (Former CPO, Zoom) & Ohad Biron (CEO & Co-Founder, Bagel AI)TLDR: Key Takeaways It’s Not About Moving Fast.... - [The AI-Native Product Manager | Part 3: From Feedback to Features - Prioritize Like a Revenue Owner](https://bagel.ai/blog/the-ai-native-product-manager-part-3-from-feedback-to-features-prioritize-like-a-revenue-owner/): Why Feedback Feels Broken It’s Monday morning. Sales is frustrated about losing another deal. CS is warning that renewals are... - [First 100 Days in Product Ops: A Practical Playbook ](https://bagel.ai/blog/first-100-days-in-product-ops-a-practical-playbook/): Product ops sits at the intersection of product, go-to-market,R&D, and data teams. As companies face mounting pressure to move faster... - [Bagel AI Launches on Google Cloud Marketplace to Accelerate AI-Driven Product Decisions](https://bagel.ai/blog/bagel-ai-launches-on-google-cloud-marketplace-to-accelerate-ai-driven-product-decisions/): Bagel AI is one of the first AI-native platform purpose-built to connect product decisions directly to business outcomes. By automatically... - [The Product Manager’s Guide to AI Automation ](https://bagel.ai/blog/the-product-managers-guide-to-ai-automation/): Automation Is Speed But Not Strategy Product managers and product operations leaders are facing a double bind. On one hand,... - [Build or Buy AI Product Intelligence Platform: How to Make the Right Call](https://bagel.ai/blog/build-or-buy-product-intelligence-how-to-make-the-right-call/): TL;DR If you’re debating between building an internal product intelligence platform or licensing one like Bagel AI, here’s the bottom... - [Andrew Ng is Right: Product Management Is the Bottleneck. Here's What Comes Next](https://bagel.ai/blog/andrew-ng-is-right-product-management-is-the-bottleneck-heres-what-comes-next/): “Engineers are 10x faster. Product managers haven’t sped up at the same rate. Now they’re the bottleneck. ”Andrew Ng When... - [AI-Native Product Manager | Part 2: Your AI Workflow Starter Pack ](https://bagel.ai/blog/ai-native-product-manager-part-2-your-ai-workflow-starter-pack/): Key Takeaways Why This Isn’t About Prompts (and Why It Still Kind Of Is) This post isn’t about learning to... - [Fixing CS - Product Friction with AI: Insights from Bagel Talk](https://bagel.ai/blog/fixing-cs-product-friction-with-ai-insights-from-bagel-talk/): TL;DRAlignment between Product and Customer Success shouldn’t be an uphill battle. In this conversation, Bagel AI CEO Ohad Biron and... - [Stop Tagging Feedback Manually (Seriously, Stop)](https://bagel.ai/blog/stop-tagging-feedback-manually-seriously-stop/): Manual feedback tagging might seem like a necessary evil, and it is one of the most inefficient workflows plaguing product... - [The AI-Native Product Manager | Part 1: How to Think Like an AI-Native Product Manager](https://bagel.ai/blog/the-ai-native-product-manager-part-1-how-to-think-like-an-ai-native-product-manager/): Key Takeaways (TLDR) What This Series Is About Welcome to “The AI-Native Product Manager,” a series for product managers who... - [Product Feedback Trends You’re Missing (Until It’s Too Late)](https://bagel.ai/blog/product-feedback-trends-youre-missing-until-its-too-late/): Staying ahead of product feedback trends isn’t just about staying competitive. It’s about building the right features at the right... - [The Real Reason Your Product–GTM Alignment Is Failing](https://bagel.ai/blog/the-real-reason-your-product-gtm-alignment-is-failing/): Let’s break down the real causes behind this issue and how platforms like Bagel’s AI Product Intelligence help companies fix... - [The Problem with Product Feedback? It's Buried in 6 Tools](https://bagel.ai/blog/the-problem-with-product-feedback-its-buried-in-6-tools/): Awareness of the Chaos Product teams today are inundated with feedback from multiple sources: surveys, social media, customer support tickets,... - [The Hidden Cost of Cutting PMs: Why AI Can’t Replace Product Context](https://bagel.ai/blog/the-hidden-cost-of-cutting-pms-why-ai-cant-replace-product-context/): I posted on LinkedIn recently about a clip from ElevenLabs where Luke Harries says they don’t have product managers. Engineers... - [Sentiment vs. Revenue Metrics: Five Numbers Product Teams Should Track Instead of NPS](https://bagel.ai/blog/sentiment-vs-revenue-metrics-five-numbers-product-teams-should-track-instead-of-nps/): Why Product Teams Are Moving Past Vanity Metrics Every product org has been there: reporting on traffic spikes, social followers,... - [Missing Features Cost You Deals: Here's How to Catch Them Early](https://bagel.ai/blog/missing-features-cost-you-deals-heres-how-to-catch-them-early/): Every product team has been there: a major deal slips through because your product lacked one critical feature. Frustrating? Sure.... - [Bagel AI Raises $5.5M to Bridge the Gap Between Product and GTM Teams](https://bagel.ai/blog/bagel-ai-raises-5-5m-to-bridge-the-gap-between-product-and-gtm-teams/): We’re thrilled to share that Bagel AI has raised a $5. 5 million Seed round to continue building the world’s... - [How to Know If Product Ops Is Actually Working](https://bagel.ai/blog/how-to-know-if-product-ops-is-actually-working/): Product operations has a funny way of becoming the glue that holds things together... without anyone really noticing. It’s the... - [10 ChatGPT Prompts That Save Product Managers Hours Each Week](https://bagel.ai/blog/10-chatgpt-prompts-that-save-product-managers-hours-each-week/): 1. Instant PRD Builder You finally got buy-in for a new feature idea. Now you’re staring at a blank doc... - [AI Tools Product Managers Should Use Daily in 2025](https://bagel.ai/blog/ai-tools-product-managers-should-use-daily-in-2025/): AI will not build your roadmap, but it will remove the busywork that blocks clarity. The tools below are practical... - [Automated Feedback Triage for Busy Product Teams](https://bagel.ai/blog/automated-feedback-triage-for-busy-product-teams/): Why Manual Feedback Triage Is Slowing Down Product Teams Manual triage, the process of reading, tagging, and prioritizing customer feedback... - [GTM Metrics & Terms: A Must-Know Guide for Product Manager](https://bagel.ai/blog/gtm-metrics-terms-a-must-know-guide-for-product-manager/): Product Managers and Go-To-Market (GTM) teams work best when they’re aligned, it makes growing the business and keeping customers happy... - [Why Radical Candor is a Game-Changer for Product Managers and How To Do It The Right Way](https://bagel.ai/blog/why-radical-candor-is-a-game-changer-for-product-managers-and-how-to-do-it-the-right-way/): Product management is a constant balancing act, juggling technical feasibility, sales urgency, customer demands, and leadership expectations, all while driving... - [Bagel AI SOC 2 Type II Compliance | Secure Product Intelligence Platform](https://bagel.ai/blog/bagel-ai-soc-2-type-ii-compliance-secure-product-intelligence-platform/): Security questions usually come early in the conversation. When teams look at Bagel AI, they are not just evaluating a... ## Case Studies - [What Token-maxxing misses about the cost of product work](https://bagel.ai/data-room/what-token-maxxing-misses-about-the-cost-of-product-work/): Andrew Macdonald, Uber’s COO, said in May that the company was struggling to connect increased AI usage with a proportional... - [Why Document Crunch Chose Bagel AI Over Building It In-House, and Scaled Its Discovery Process into One Engine Wired to Claude](https://bagel.ai/data-room/why-document-crunch-chose-bagel-ai-over-building-it-in-house-and-scaled-its-discovery-process-into-one-engine-wired-to-claude/): Founded 2019 · Atlanta · Part of Trimble Document Crunch’s product team already lived inside AI tools before they ever... - [Build vs buy: what AI product feedback analysis actually costs](https://bagel.ai/data-room/build-vs-buy-what-ai-product-feedback-analysis-actually-costs/): Every product org hits the same moment. Feedback is stacking up across calls, tickets, surveys, CRM notes, and Slack, and... - [Your AI Sounds Like It Knows What's Broken. It Doesn't. Here's Why.](https://bagel.ai/data-room/your-ai-knows-whats-broken-it-doesnt-know-what-to-build/): You’ve done this. Exported 10,000 support tickets, dropped them into Claude or ChatGPT, asked something like “what are our biggest... - [I Tried to Build Bagel AI with Claude Code. Here’s What Actually Happened.](https://bagel.ai/data-room/i-tried-to-build-bagel-ai-with-claude-code-heres-what-actually-happened/): There’s a conversation happening in every product org right now. Someone on the team, usually someone smart and well-intentioned, says:... # # Detailed Content ## Pages ## Posts ## Case Studies > Contact: sales@getbagel.com. Security documentation: https://trust.bagel.ai. Bagel AI (Bagel Technologies Inc.) is not affiliated with ByteDance's BAGEL model.