Organization-wide statements about AI that are not about one function.
57 passages from 27 organizations; 57 checked against the source.
What the record shows Block, Airbnb, Monzo, Dropbox and Cloudflare report near-universal AI use among engineers
Block says 100% of its engineers regularly use AI in their work. An Airbnb product lead said 97% of active engineers use agentic AI weekly and 90% daily. Monzo says nearly all its engineers use at least one coding agent regularly, and Dropbox says AI usage among its engineering teams passed 90% this year. Cloudflare, which sells AI infrastructure, says 93% of its R&D organization used AI coding tools in the last 30 days.
From Block , Christopher Sanson (Airbnb) , Monzo , Dropbox and Cloudflare .
Notion, Stripe and Uber describe large numbers of internal agents and tools
Notion, which sells Custom Agents, says that after a few months of using them internally it now has more agents than employees. A Stripe engineering manager said over 4,000 workflow-specific agents were built on its internal system. An Uber principal engineer said its MCP Gateway hosts over 800 MCP servers and over 5,000 tools for building AI agents inside Uber. (MCP is a standard way to connect AI agents to tools and data.)
From Notion , Sharadh Krishnamurthy (Stripe) and Alok Srivastava (Uber) .
Amazon, Shopify, Stripe and Atlassian describe work done in less time with AI
Amazon, which sells AI services, said five people using agentic coding tools rebuilt in 65 days something that would normally have taken 40 or 50 people about a year. A Shopify VP said AI helped a team go from proof of concept to a rebuilt native app in the app stores in 12 weeks. A Stripe engineer said one setup took roughly 20 days of engineering effort without reusable prompts and 4 days with them. Atlassian says AI-native processes cut its issue cycle time from 11.5 days to 6.7 days.
From Amazon , Max Da Silva (Shopify) , David Dunne (Stripe) and Atlassian .
Ramp and Coinbase describe the cost of AI use
Ramp's co-CEO said the company burned $1.5 million in tokens in one week in May. Coinbase's CEO said 91% of its employees were never hitting their usage caps, so instead of lowering caps it is moving to cheaper defaults.
From Eric Glyman (Ramp) and Brian Armstrong (Coinbase) .
These summaries are this site's, not quotations. Each was checked by a second reader, who confirmed it says no more than the passages it cites. The organizations' own words follow.
“ Our associates are generating more than 400,000 prompts a day, and as of last week, we had over 300 AI use cases approved, all of which have good economics, of which 114 are live generative AI use cases.” Brian Moynihan Chair and Chief Executive Officer · Executive , Bank of America
Earnings call: earnings call transcript via Webull (third-party transcript site) , earnings call transcript via Webull (third-party transcript site) , July 14, 2026.
Checked against the source [ Grade A ] Said in the last year Bank of America: $113 billion revenue, FY2025 Passage page
“ Anyone could build and deploy workflow-specific agents that could use tools. Over 4,000 agents were built using this system.” Sharadh Krishnamurthy Engineering manager, Agent Foundation team · Leader , Stripe
Post: Stripe developer blog , Stripe developer blog , July 30, 2026.
Checked against the source [ Grade B ] Said in the last year Passage page
“ 7.0 billion Agentic Work Units (“AWUs”) delivered to date across Agentforce and Slack, with 3.2 billion in Q2” Salesforce Published by the organization itself (regulatory filing), no named author
Regulatory filing: SEC filing (8-K exhibit: the company's quarterly earnings release) , SEC filing (8-K exhibit: the company's quarterly earnings release) , August 26, 2026.
Checked against the source [ Grade A ] Said in the last year Salesforce: $41.5 billion revenue, FY2026 (ended 2026-01-31) Sells AI tools Passage page
“ we now have a number of distilled models where we take a teacher model, usually a big frontier model, then teach a specific use case to a smaller model” Harley Finkelstein President · Executive , Shopify
Earnings call: earnings call transcript via Platform Aeronaut (third-party transcript site) , earnings call transcript via Platform Aeronaut (third-party transcript site) , August 5, 2026.
Checked against the source [ Grade A ] Said in the last year Shopify: $11.6 billion revenue, FY2025 Passage page
“ We have had discrete areas where we did reduce jobs by 30% or 40%, and most of those people offered jobs elsewhere.” JPMorgan Chase Published by the organization itself (earnings call), no named author
Earnings call: earnings call transcript via Webull (third-party transcript site) , earnings call transcript via Webull (third-party transcript site) , July 14, 2026.
Checked against the source [ Grade A ] Said in the last year JPMorgan Chase: $182 billion revenue, FY2025 Passage page
“ So it's really not even a question of where are we using AI, but where aren't we using AI? Because it's been an extensive usage in pretty much all departments within the company.” Jeff Hoffmeister Chief Financial Officer · Executive , Shopify
Earnings call: earnings call transcript via Platform Aeronaut (third-party transcript site) , earnings call transcript via Platform Aeronaut (third-party transcript site) , May 5, 2026.
Checked against the source [ Grade A ] Said in the last year Shopify: $11.6 billion revenue, FY2025 Passage page
“ normally that would have taken 40 or 50 people about a year to do. And we took five really smart people, AI forward thinking people building on agentic coding tools. And those five people rebuilt it in 65 days.” Amazon Published by the organization itself (earnings call), no named author
Earnings call: earnings call transcript via Platform Aeronaut (third-party transcript site) , earnings call transcript via Platform Aeronaut (third-party transcript site) , April 2026.
Checked against the source [ Grade A ] Said in the last year Amazon: $717 billion revenue, FY2025 Sells AI tools Passage page
“ our engineers use an AI-assisted case log classification tool that organizes documents and categorizes over one million monthly chat conversations.” Klarna Published by the organization itself (regulatory filing), no named author
Regulatory filing: SEC filing (the company's own regulatory report) , SEC filing (the company's own regulatory report) , February 26, 2026.
Checked against the source [ Grade A ] Said in the last year Klarna: $3.5 billion revenue, FY2025 Passage page
“ we operate an internal knowledge chatbot, which we call Kiki, that helps employees find information in real time across internal systems.” Klarna Published by the organization itself (regulatory filing), no named author
Regulatory filing: SEC filing (the company's own regulatory report) , SEC filing (the company's own regulatory report) , September 8, 2025.
Checked against the source [ Grade A ] One to two years old Klarna: $3.5 billion revenue, FY2025 Passage page
“ Anthropic uses Claude to write software far more than almost any other company” Anthropic Published by the organization itself (post), no named author
Post: Anthropic (own site) , Anthropic (own site) , October 13, 2026.
Checked against the source [ Grade B ] Said in the last year Anthropic: $47 billion revenue, run-rate, May 2026 Sells AI tools Passage page
“ Very often, we found that the role of the engineers was to tell Claude “no.”” Anthropic Published by the organization itself (post), no named author
Post: Anthropic (own site) , Anthropic (own site) , October 13, 2026.
Checked against the source [ Grade B ] Said in the last year Anthropic: $47 billion revenue, run-rate, May 2026 Sells AI tools Passage page
“ One week in May, we burned $1.5 million in tokens.” Eric Glyman Co-founder and co-CEO · Executive , Ramp
Post: Ramp company blog (signed by CEO Eric Glyman) , Ramp company blog (signed by CEO Eric Glyman) , October 13, 2026.
Checked against the source [ Grade B ] Said in the last year Ramp: $1.5 billion revenue, annualized revenue (ARR), by early June 2026 Passage page
“ AI-native development processes at Atlassian have cut issue cycle time by nearly half, from 11.5 days to 6.7 days.” Atlassian Published by the organization itself (post), no named author
Post: Atlassian (own site) , Atlassian (own site) , October 1, 2026.
Checked against the source [ Grade B ] Said in the last year Atlassian: $6.6 billion revenue, FY2026 Passage page
“ MCP Gateway unlocked a scalable, fast, and consistent path to building AI agents within Uber and is currently hosting over 800 MCP servers and over 5000 tools.” Alok Srivastava Principal Engineer, Business Platform · Practitioner , Uber
Post: Uber engineering blog , Uber engineering blog , October 1, 2026.
Checked against the source [ Grade B ] Said in the last year Uber: $52 billion revenue, FY2025 Passage page
“ Since May 2026, 3,000+ Stripes have created 12,000 prototypes, and 25% of Stripes have created at least one prototype in Harbor.” Cristian Rivera Staff engineer, Web Presence and Platform team · Practitioner , Stripe
Post: Stripe developer blog , Stripe developer blog , September 14, 2026.
Checked against the source [ Grade B ] Said in the last year Passage page
“ This single entry point encompasses more than 1,000 MCP servers across internal and third-party SaaS MCP” Uday Kiran Medisetty Distinguished Engineer · Practitioner , Uber
Post: Running a Software Factory Efficiently at Uber Scale , Uber engineering blog , August 27, 2026.
Checked against the source [ Grade B ] Said in the last year Uber: $52 billion revenue, FY2025 Passage page
“ nearly all of our engineers now using at least one coding agent regularly” Monzo Published by the organization itself (post), no named author
Post: Building Agent Chip: Monzo's in-house agentic tool , Monzo blog , August 13, 2026.
Checked against the source [ Grade B ] Said in the last year Monzo: £1.7 billion revenue, FY2026 (year to 2026-03-31) Passage page
“ routinely running more than 1800 tasks every day” Monzo Published by the organization itself (post), no named author
Post: Building Agent Chip: Monzo's in-house agentic tool , Monzo blog , August 13, 2026.
Checked against the source [ Grade B ] Said in the last year Monzo: £1.7 billion revenue, FY2026 (year to 2026-03-31) Passage page
“ And across Stripe, more than 5,000 sessions everyday center on data analysis.” Sharadh Krishnamurthy Engineering manager, Agent Foundation team · Leader , Stripe
Post: Stripe developer blog , Stripe developer blog , July 30, 2026.
Checked against the source [ Grade B ] Said in the last year Passage page
“ 91% of our employees were never hitting their usage caps, so instead of lowering caps and driving up alerts, we're moving to cheaper defaults.” Brian Armstrong CEO · Executive , Coinbase
Social post: X post by unnamed account , X post by Brian Armstrong, CEO , June 27, 2026.
Checked against the source [ Grade B ] Said in the last year Coinbase: $7.2 billion revenue, FY2025 Passage page
“ 97% of active engineers inside of Airbnb are using Agentic AI on a weekly basis so far, 90% daily.” Christopher Sanson Product Lead, AI Developer Experience · Leader , Airbnb
Social post: DX podcast page (DX sells developer-productivity measurement software) carrying a talk given at its DX Annual conference , DX podcast page (DX sells developer-productivity measurement software) carrying a talk given at its DX Annual conference , June 22, 2026.
Checked against the source [ Grade B ] Said in the last year Airbnb: $12.2 billion revenue, FY2025 Passage page
“ Today, 100% of Block's engineers regularly use AI in their work.” Block Published by the organization itself (post), no named author
Post: Block rolls out BuilderBot, a new suite of AI-native tools that changes the way we ship , Block (own site) , June 17, 2026.
Checked against the source [ Grade B ] Said in the last year Block: $24.2 billion revenue, FY2025 Passage page
“ In the last 30 days, 93% of Cloudflare’s R&D organization used AI coding tools powered by infrastructure we built on our own platform.” Cloudflare Published by the organization itself (post), no named author
Post: The AI engineering stack we built internally, on the platform we ship , Cloudflare blog , April 20, 2026.
Checked against the source [ Grade B ] Said in the last year Cloudflare: $2.2 billion revenue, FY2025 Sells AI tools Passage page
“ Normally, this sort of activity might take a team of 40 people about a year to carefully build. Instead, the Bedrock team spun up a separable group of six very skilled engineers who were excited about starting over and building on our agentic coding service (Kiro)” Amazon Published by the organization itself (post), no named author
Post: Amazon (own news site) , Amazon (own news site) , April 2026.
Checked against the source [ Grade B ] Said in the last year Amazon: $717 billion revenue, FY2025 Sells AI tools Passage page
“ More than 300 are active every week.” Andrii Yakovenko Author describing Intercom's internal Claude Code rollout · Practitioner , Intercom (renamed Fin in May 2026)
Post: We gave Claude Code to everyone at Intercom , Intercom Fin blog , March 23, 2026.
Checked against the source [ Grade B ] Said in the last year Sells AI tools Passage page
“ GitHub Copilot populates approximately 80% of the issue's metadata automatically” GitHub Published by the organization itself (post), no named author
Post: GitHub blog , GitHub blog , March 12, 2026.
Checked against the source [ Grade B ] Said in the last year Sells AI tools Passage page
“ GitHub Copilot then posts a comment on the issue containing: A summary of the problem and user impact” GitHub Published by the organization itself (post), no named author
Post: GitHub blog , GitHub blog , March 12, 2026.
Checked against the source [ Grade B ] Said in the last year Sells AI tools Passage page
“ We've spent the last few months using Custom Agents internally at Notion. We now have more agents than employees.” Notion Published by the organization itself (post), no named author
Post: Notion (own site) , Notion (own site) , February 24, 2026.
Checked against the source [ Grade B ] Said in the last year Sells AI tools Passage page
“ we built a central internal MCP server called Toolshed, which hosts more than 400 MCP tools” Alistair Gray Software engineer, Leverage team · Practitioner , Stripe
Post: Minions: Stripe’s one-shot, end-to-end coding agents , Stripe developer blog , February 9, 2026.
Checked against the source [ Grade B ] Said in the last year Passage page
“ "This intelligence layer means I now have total information," he said. "I've cut my meetings in half."” Brian Chesky Co-founder and Chief Executive Officer · Executive , Airbnb
Interview: Entrepreneur (business news magazine), reporting remarks at the Skift Global Forum , Entrepreneur (business news magazine), reporting remarks at the Skift Global Forum , September 25, 2026. Reported by Sherin Shibu .
Checked against the source [ Grade C ] Said in the last year Airbnb: $12.2 billion revenue, FY2025 Passage page
“ The big theme of the past months has been that everything is now a coding agent. Whether the visible code is your output or not, agents write your artifacts.” Andrew Ambrosino Lead, Desktop · Leader , OpenAI
Press report: Inside OpenAI's agentic software factory , The Pragmatic Engineer , September 15, 2026, at 1. Codex takes over at OpenAI . Reported by Gergely Orosz .
Checked against the source [ Grade C ] Said in the last year OpenAI: $20 billion revenue, ARR, 2025 Sells AI tools Passage page
“ Inside of Shopify, the amount of people I know who really write code is vanishingly small now.” Tobi Lütke Co-founder and Chief Executive Officer · Executive , Shopify
Interview: The Knowledge Project (podcast by Shane Parrish of Farnam Street, independent), transcript on fs.blog , The Knowledge Project (podcast by Shane Parrish of Farnam Street, independent), transcript on fs.blog , September 10, 2026. Reported by Shane Parrish .
Checked against the source [ Grade C ] Said in the last year Shopify: $11.6 billion revenue, FY2025 Passage page
“ pre that week we had roughly 10% of the employee base was using AI with some frequency. After that week it was over 50%.” Wade Foster Co-founder and Chief Executive Officer · Executive , Zapier
Interview: Madrona (venture capital firm) podcast , Madrona (venture capital firm) podcast , April 2, 2026.
Checked against the source [ Grade C ] Said in the last year Passage page
“ the adoption is uneven. We have teams that are very AI-forward and have already transformed their entire workflows and then we have teams that are still experimenting in the earlier acts or have lost confidence” Eyal Blum Software Engineer · Practitioner , Figma
Talk: How to Get Your Org to Adopt Coding Agents (Without Shipping Garbage) , AI Engineer (YouTube) , August 28, 2026, at 02:11 .
Checked against the source [ Grade B ] Said in the last year Sells AI tools Passage page
“ all of a sudden all the design docs and all the Slack messages and all the emails have gotten three or four times as long and … gotten two or three times as many emails and they say basically as much as they did before.” Eyal Blum Software Engineer · Practitioner , Figma
Talk: How to Get Your Org to Adopt Coding Agents (Without Shipping Garbage) , AI Engineer (YouTube) , August 28, 2026, at 04:16 .
Checked against the source [ Grade B ] Said in the last year Sells AI tools Passage page
“ Figma has pivoted very strongly from being a traditional tool to an AI-first tool. But in this talk, I'm not … talk about our product, I'm … talk more about our internal organization and how our engineering org has been adopting AI agents.” Eyal Blum Software Engineer · Practitioner , Figma
Talk: How to Get Your Org to Adopt Coding Agents (Without Shipping Garbage) , AI Engineer (YouTube) , August 28, 2026, at 00:44 .
Checked against the source [ Grade B ] Said in the last year Sells AI tools Passage page
“ we've decided we always, every PR description will start with something like that, something that I wrote by hand … could be very short to describe what this is doing and what this is doing.” Eyal Blum Software Engineer · Practitioner , Figma
Talk: How to Get Your Org to Adopt Coding Agents (Without Shipping Garbage) , AI Engineer (YouTube) , August 28, 2026, at 13:41 .
Checked against the source [ Grade B ] Said in the last year Sells AI tools Passage page
“ In a new world, an engineer can spin up 10 agents and those agents can work 24 seven. I mean, I'm kind of exaggerating a little bit.” Brian Chesky Co-founder and Chief Executive Officer · Executive , Airbnb
Earnings call: earnings call transcript via Platform Aeronaut (third-party transcript site) , earnings call transcript via Platform Aeronaut (third-party transcript site) , May 7, 2026.
Checked against the source [ Grade A ] Said in the last year Airbnb: $12.2 billion revenue, FY2025 Passage page
“ A significantly smaller team, using the tools we're building, can do more and do it better.” Block Published by the organization itself (regulatory filing), no named author
Regulatory filing: SEC filing (the company's own regulatory report) , SEC filing (the company's own regulatory report) , February 26, 2026.
Checked against the source [ Grade A ] Said in the last year Block: $24.2 billion revenue, FY2025 Passage page
“ We have accelerated AI and data transformation with partnerships with Open AI, AWS and Accenture.” NatWest Group Published by the organization itself (regulatory filing), no named author
Regulatory filing: NatWest Group results announcement (the company's own regulatory results report) , NatWest Group results announcement (the company's own regulatory results report) , February 13, 2026.
Checked against the source [ Grade A ] Said in the last year NatWest Group: £16.6 billion revenue, FY2025 Passage page
“ Humans helped prioritize 38 ideas, then agents implemented the changes, trained models, debugged failed runs, and evaluated the results.” Ryan Drapeau Machine learning engineer, Intelligent Commerce · Practitioner , Stripe
Post: Stripe developer blog , Stripe developer blog , October 19, 2026.
Checked against the source [ Grade B ] Said in the last year Passage page
“ 94% of client interactions are now digital.” Bank of America Published by the organization itself (post), no named author
Post: Bank of America newsroom (the company's own press site) , Bank of America newsroom (the company's own press site) , October 14, 2026.
Checked against the source [ Grade B ] Said in the last year Bank of America: $113 billion revenue, FY2025 Passage page
“ When we moved our own work onto it, our bill fell 30% overnight.” Eric Glyman Co-founder and co-CEO · Executive , Ramp
Post: Ramp company blog (signed by CEO Eric Glyman) , Ramp company blog (signed by CEO Eric Glyman) , October 13, 2026.
Checked against the source [ Grade B ] Said in the last year Ramp: $1.5 billion revenue, annualized revenue (ARR), by early June 2026 Passage page
“ In internal benchmarks, agents with access to the Teamwork Graph delivered 44% more accurate results while using 48% fewer tokens compared to agents operating without it.” Atlassian Published by the organization itself (post), no named author
Post: Atlassian (own site) , Atlassian (own site) , October 1, 2026.
Checked against the source [ Grade B ] Said in the last year Atlassian: $6.6 billion revenue, FY2026 Passage page
“ the vanilla setup required roughly 20 days of engineering effort, compared to 4 days when using the reusable prompts.” David Dunne Software engineer, Local Payment Methods · Practitioner , Stripe
Post: Stripe developer blog , Stripe developer blog , September 30, 2026.
Checked against the source [ Grade B ] Said in the last year Passage page
“ Assisted by AI, the team was able to go from a proof of concept to a fully rebuilt native app published in the app stores in just 12 weeks.” Max Da Silva VP of Engineering, Growth · Leader , Shopify
Post: Shopify engineering blog , Shopify engineering blog , September 10, 2026.
Checked against the source [ Grade B ] Said in the last year Shopify: $11.6 billion revenue, FY2025 Passage page
“ We've already shipped 75 integrations this way, reducing work that took weeks or months down to hours - or minutes for the customer just trying to get unblocked.” Shubhayan Srivastava Software Engineer Intern (summer 2026) · Practitioner , Ramp
Post: Integrations That Write Themselves , Ramp engineering blog , August 14, 2026.
Checked against the source [ Grade B ] Said in the last year Ramp: $1.5 billion revenue, annualized revenue (ARR), by early June 2026 Passage page
“ ensures human oversight, transparency, and accountability for all outcomes” Bank of America Published by the organization itself (post), no named author
Post: Bank of America newsroom (the company's own press site) , Bank of America newsroom (the company's own press site) , July 21, 2026.
Checked against the source [ Grade B ] Said in the last year Bank of America: $113 billion revenue, FY2025 Passage page
“ So as of now, we have about double the amount of users of agentic AI tools as we do active developers” Christopher Sanson Product Lead, AI Developer Experience · Leader , Airbnb
Social post: DX podcast page (DX sells developer-productivity measurement software) carrying a talk given at its DX Annual conference , DX podcast page (DX sells developer-productivity measurement software) carrying a talk given at its DX Annual conference , June 22, 2026.
Checked against the source [ Grade B ] Said in the last year Airbnb: $12.2 billion revenue, FY2025 Passage page
“ The agent runs our cleanup skill and one-shots it nearly every time, because the task is well scoped and always the same shape. I just review and merge.” Linear Published by the organization itself (post), no named author
Post: Linear (own site) , Linear (own site) , June 12, 2026.
Checked against the source [ Grade B ] Said in the last year Linear: $100 million revenue, passed earlier in 2026 Passage page
“ I used coding agents to build agents that automated part of my job.” GitHub Published by the organization itself (post), no named author
Post: GitHub blog , GitHub blog , March 31, 2026.
Checked against the source [ Grade B ] Said in the last year Sells AI tools Passage page
“ Zendesk announced its intent to acquire Forethought on March 11, 2026.” Zendesk Published by the organization itself (post), no named author
Post: Zendesk newsroom (the company's own press release) , Zendesk newsroom (the company's own press release) , March 26, 2026.
Checked against the source [ Grade B ] Said in the last year Zendesk: $2 billion revenue, ARR, approximate, as of 2025-12 Sells AI tools Passage page
“ Dropbox saw AI usage among our engineering teams jump to over 90% this year” Dropbox Published by the organization itself (post), no named author
Post: Dropbox engineering blog , Dropbox engineering blog , 2026.
Checked against the source [ Grade B ] Said in the last year Dropbox: $2.5 billion revenue, FY2025 Passage page
“ with the virtual assistant having reduced calls into the IT service desk by 50%” Bank of America Published by the organization itself (post), no named author
Post: Bank of America newsroom (the company's own press site) , Bank of America newsroom (the company's own press site) , August 20, 2025.
Checked against the source [ Grade B ] One to two years old Bank of America: $113 billion revenue, FY2025 Passage page
“ For a long time, we had a 'capability overhang': the models were capable but the products didn't fully bring that out. Now, we're seeing an awareness gap. Some people have figured out they can use Codex to monitor Slack, update Airtable, or create onboarding materials. But many others still use it for one task and then discover more uses from teammates via word-of-mouth.” Akshay Nathan Engineering Lead, Productivity team · Leader , OpenAI
Press report: Inside OpenAI's agentic software factory , The Pragmatic Engineer , September 15, 2026, at 1. Codex takes over at OpenAI . Reported by Gergely Orosz .
Checked against the source [ Grade C ] Said in the last year OpenAI: $20 billion revenue, ARR, 2025 Sells AI tools Passage page
“ basically it just means can you create sort of like a, as automated as possible, a workflow for developing debugging. Mm-hmm. Merging, reviewing, and maintaining a code base” Simon Last Co-founder and head of AI · Executive , Notion
Interview: Notion's Token Town: 5 Rebuilds, 100+ Tools, MCP vs CLIs and the Software Factory Future (Latent Space) , Latent Space (independent AI engineering podcast) , April 15, 2026.
Checked against the source [ Grade C ] Said in the last year Sells AI tools Passage page