Comparisons › Published results and metrics

Published results and metrics

Every company-reported or press-reported result of AI adoption in engineering in the database, with sources.

42 companies. Claims are quoted or paraphrased from the linked sources; check the source date, because policies change.

Company	Industry / size	What the sources say
Airbnb Mandate: unclear	Travel / marketplace 5k-50k employees	Airbnb migrated nearly 3.5K test files from Enzyme to React Testing Library in 6 weeks. It had estimated the work at 1.5 years by hand. The first bulk run migrated 75% of files in four hours, and the pipeline reached 97% before the rest were finished manually. (Airbnb Tech, 2025-03; InfoQ, 2025-03-28) Chesky said teams are shipping more features and iterating more quickly as a result. (Motley Fool, 2026-05-07) Airbnb compared the migration's duration with an estimate of how long it would take by hand, and tracked the share of files migrated per run. (Airbnb Tech, 2025-03) Brian Chesky said on the Q1 2026 call that nearly 60% of the code Airbnb engineers produce is now written by AI, which he estimated at about twice the industry average. (TechCrunch, 2026-05-08; Motley Fool, 2026-05-07)
Alibaba Mandate: unclear	Big tech (China) 50k+ employees	Despite the higher code share, 'efficiency gains were not obvious' until the team changed its process. (Alibaba Cloud blog, 2026-08-12) The Amap team's AI-generated code share rose from 53% to 80-90% or more. (Alibaba Cloud blog, 2026-08-12)
Amazon Mandate: unclear	Big tech 50k+ employees	Amazon says Amazon Q Developer helped it migrate tens of thousands of production apps from Java 8/11 to Java 17. It puts the savings at more than 4,500 developer-years and $260M a year. (AWS DevOps Blog, 2024-08-01) AI Teammate, a Slack-integrated agent, has expanded to 700+ active teams, and some groups, including parts of AWS, have adopted Pippin (ideas to technical designs) more broadly. (Business Insider, 2026-04-27) Amazon estimated time saved from the number of Java dependencies migrated, and cost savings from hosts removed after the Java 17 upgrades. (AWS DevOps Blog, 2024-08-01) A February 2026 internal document asked 2,100+ Stores engineering teams to triple release velocity, with at least 25 teams aiming for 10x, and set a goal of 80% of teams on AI-native practices (about 60% were at the time). (Business Insider, 2026-04-27) Tracked metrics include monthly active users, NPS, a 'Value Deriving Event' and deployments per engineer per week. The document flags Goodhart's Law as a risk. (Business Insider, 2026-04-27)
AMD Mandate: unclear	Semiconductors / AI 5k-50k employees	An automated fix agent's success rate rose from 6% to more than 75%. (IEEE Spectrum, 2026-08-17) AMD set a goal of making engineers 10x more productive. (AMD blog, 2026-08-13) AMD measured a 30% productivity gain against a 25% target. (IEEE Spectrum, 2026-08-17) AI-generated code was about 20% of shipped code at the start of 2026 and heading toward 50%. (IEEE Spectrum, 2026-08-17)
Anthropic Mandate: unclear	AI lab Under 5k employees	Respondents self-reported using Claude in 59% of their work, for a +50% productivity gain. Anthropic saw a 67% increase in merged PRs per engineer per day after adopting Claude Code. (Anthropic, 2025-12-02) Claude Code went from about 9.8 consecutive tool calls per transcript to 21.2, and human turns fell from 6.2 to 4.1. (Anthropic, 2025-12-02) Employees raised concerns about skill atrophy and reduced mentorship. (Anthropic, 2025-12-02) Head of platform engineering Katelyn Lesse said in October 2026 that Claude writes 'literally all' of her team's code, while people still design systems and verifications. (Business Insider, 2026-10-22) Superseded (2025 survey): staff now say Claude-written code went from worse than human code in late 2025 to roughly at parity by mid-2026. (Anthropic Institute, 2026-06-04) Anthropic surveyed 132 engineers and researchers, interviewed 53, and analyzed 200,000 internal Claude Code transcripts (August 2025). (Anthropic, 2025-12-02) As of May 2026, more than 80% of code merged into Anthropic's codebase was attributed to Claude, up from low single digits before February 2025. Leadership estimates 90%+ including scripts. (Anthropic Institute, 2026-06-04) The typical engineer merged about 8x as much code per day in Q2 2026 as in 2024. Anthropic says lines of code overstate the true gain. (Anthropic Institute, 2026-06-04)
Apple Mandate: unclear	Big tech 50k+ employees	Apple's Support app version 5.13 shipped with internal CLAUDE.md files (Claude Code project instructions), which were removed in the next update. (Yahoo Tech, 2026-05-01)
Atlassian Mandate: unclear	Enterprise SaaS 5k-50k employees	Atlassian reports a 30.8% reduction in median PR cycle time and 35.6% fewer human review comments across 1,900+ repos. (Atlassian, 2026-04-07) AI review comments were resolved 38.7% of the time, versus 44.45% for human comments. (Atlassian, 2026-04-07) Atlassian measures median PR cycle time, human review comments per PR, and the resolution rate of AI comments versus human comments. (Atlassian, 2026-04-07)
Block Mandate: unclear	Fintech / payments 5k-50k employees	Block reports that about 95% of engineers regularly use AI. Within three months of the Champions program, AI-authored code rose 69%, time savings rose 37%, and automated PRs grew 21x. (Block Engineering, 2026-01-18) Block tracks AI's contribution through PR labels and Co-authored-by attribution, and measures time savings and automated PRs. (Block Engineering, 2026-01-18)
Box Mandate: unclear	Enterprise SaaS Under 5k employees	Box says it ideated over 100 AI agents across every function, then focused on a few 'big bets' to roll out at scale across 2,800 employees. (Box blog, 2025-09-04) Per Cursor's case study, 800+ developers (85% of engineering) use Cursor daily, Levie estimates a 30-50% roadmap throughput increase, and React and design-system migrations finished 80-90% faster than expected. (Cursor customer story, 2026-02-13) Cursor's case study reports Box's impact as product-roadmap throughput and migration effort. (Cursor customer story, 2026-02-13)
ByteDance Mandate: unclear	Big tech (China) 50k+ employees	The TRAE team had more than 90% of its code written by AI over six months, but per-person throughput rose only 1.6x, which ByteDance cites as evidence that code share is a misleading metric. (163.com (IT Times), 2026-06-24) Over the past year, AI's code contribution rate grew more than 6x, AI-coding token use 5x, and the AI-code merge rate more than 2x. (163.com (IT Times), 2026-06-24) TRAE is used by 92% of ByteDance engineers. (Longbridge, 2025-12-18)
Canva Mandate: unclear	Design / SaaS 5k-50k employees	Humphreys said agents deliver 'hours and hours' of work done autonomously. (Business Insider, 2026-02-15) Superseded (June 2025): ACS reported that almost half of Canva's frontend and backend engineers use AI coding tools daily. (ACS Information Age, 2025-06-13) Canva says nine in ten employees use AI every week. Forge, an internal tool for managing parallel AI agents, has 475 monthly active users and is now supported DevX tooling. (Canva Newsroom, 2026-05-19)
Cloudflare Mandate: unclear	Cloud / networking 5k-50k employees	The average AI review costs $1.19 (median $0.98, P99 $4.45) and completes in a median of about 3 minutes 39 seconds. (Cloudflare blog, 2026-04-20) 93% of Cloudflare R&D used AI coding tools, and 3,683 users (about 60% of the company) used them overall; 241.37 billion tokens went through AI Gateway. (Cloudflare blog, 2026-04-20) Weekly merge requests rose from about 5,600 to more than 8,700, peaking at 10,952 in the week of March 23. (Cloudflare blog, 2026-04-20)
Databricks Mandate: unclear	Data / cloud platform 5k-50k employees	The agent harness mattered as much as the model: one harness (Pi) was about 2x cheaper for similar results. (Databricks blog, 2026-07-08) Agent verification time fell from about two weeks to hours with coSTAR. (Databricks blog, 2026-03-20) On an internal benchmark built from merged PRs in its multi-million-line codebase, GLM 5.2 tied Claude Opus 4.8 at $1.28 versus $1.94 per task, and Databricks deployed it as a daily driver. (Databricks blog, 2026-07-08)
Datadog Mandate: unclear	Observability / SaaS 5k-50k employees	An internal tool (Helix) was built in days with Claude Code. (Claude, 2026-07-21) BitsEvolve, an LLM-guided optimizer, shipped 10x speedups on key ingestion functions, verified against live traffic. (Datadog blog, 2026-03-09) All Datadog engineers use AI tools for production code, and Claude Code drives at least two-thirds of that use, according to Anthropic. (Claude, 2026-07-21) Codex reviews every PR in one major repository, used by more than 1,000 engineers, according to OpenAI. (OpenAI, 2026-01-09)
Dropbox Mandate: unclear	SaaS / cloud storage Under 5k employees	More than 90% of Dropbox engineering uses AI tools. Copilot adoption sat in the low double digits from late 2023 through 2024, until leadership alignment and a change-management plan. (Dropbox.tech, 2025-08-19) Nova accounts for roughly 1 in 12 pull requests at Dropbox (May 2026). It handles flaky-test fixes validated with 100+ CI runs, migrations and dependency upgrades. (Dropbox.tech, 2026-05-21; Dropbox.tech, 2026-05-28) Dropbox evaluates AI tools on developer velocity and developer-experience sentiment, and tracks and shares adoption metrics. (Dropbox.tech, 2025-08-19) Dropbox uses a four-stage model (Fuel, Adoption, Output, Impact) and tracks review turnaround, first-run test pass rate, defect ratio and rework rate. (Dropbox.tech, 2026-05-28)
Fiverr Mandate: unclear	Marketplace Under 5k employees	GAAP research and development expense fell to $18.6M in Q2 2026 from $24.0M in Q2 2025. The company describes itself as running a lean organization; the filing does not attribute the change to AI coding. (Fiverr Q2 2026 results (SEC Form 6-K exh, 2026-07-29)
GitHub Mandate: unclear	Developer tools Under 5k employees	GitHub uptime fell below 85% in April 2026, and a merge-queue bug reverted code in 658 repositories, as agent traffic surged. (Times of India, 2026-05-05)
Google (Alphabet) Mandate: unclear	Big tech 50k+ employees	Pichai said a complex code migration done by agents and engineers together finished six times faster than a comparable one a year earlier, and that engineers are moving to agentic workflows. (Google, 2026-04-22) Superseded (October 2024): Pichai said more than a quarter of all new code at Google is AI-generated, then reviewed and accepted by engineers. (Google, 2024-10-29) Pichai said in April 2026 that 75% of all new code at Google is AI-generated and approved by engineers, up from 50% the previous fall. (Google, 2026-04-22)
IBM Mandate: unclear	Big tech 50k+ employees	The Instana team reports a 70% gain (about 10 hours a week per developer), and the Maximo team 69%. (IBM Newsroom, 2026-04-28) IBM Bob is used by more than 80,000 IBM employees, who self-report an average 45% productivity gain. (IBM Newsroom, 2026-04-28) CEO Arvind Krishna: 'We use agents and coding agents now for probably half the code that is written inside our place. And it is superior to what was written before.' (All-In podcast transcript, 2026-10-21)
Intercom Mandate: yes	SaaS / customer service AI Under 5k employees	PRs per R&D person rose from 16 to 33 per month, and the product defect backlog fell 54%. (Darragh Curran (Intercom CTO) on LinkedIn, 2026-04-16) Product changes ship 39% faster, and downtime from breaking changes fell 35% even as deployments doubled. (Darragh Curran (Intercom CTO) on LinkedIn, 2026-04-16) Fully loaded cost per PR was cut in half, and 93.6% of PRs are agent-driven via Claude Code. (Darragh Curran (Intercom CTO) on LinkedIn, 2026-04-16) 1,100 of Intercom's 1,305 employees use Claude Code. (Darragh Curran (Intercom CTO) on LinkedIn, 2026-04-16) Intercom tracks PRs per R&D person per month, the product defect backlog, idea-to-ship speed, downtime from breaking changes, cost per PR, the share of agent-driven PRs and the share of AI-approved PRs. (Ideas by Fin/Intercom, 2026-04-16; Darragh Curran (Intercom CTO) on LinkedIn, 2026-04-16)
LinkedIn Mandate: unclear	Social / professional network 5k-50k employees	Triage time fell about 70% and data analysis became about 3x faster with CAPT. (LinkedIn Engineering, 2026-01-27) More than 1,000 engineers use CAPT, with more than 500 playbooks. (LinkedIn Engineering, 2026-01-27) The AI code reviewer covers about 10,000 repositories and about 79,000 reviews a week, with a 63.9% combined acceptance rate on sampled reviews. (LinkedIn Engineering, 2026-08-13)
Mercado Libre Mandate: unclear	E-commerce / fintech (LatAm) 50k+ employees	Superseded (2023): GitHub reported 9,000+ Mercado Libre developers using Copilot, with about a 50% reduction in time spent writing code. (GitHub customer story, 2023-05-23) Management said product development costs fell from 8.4% to 7.2% of revenue, and pointed to AI productivity as a factor. (Motley Fool, 2026-08-12) The case study reports time spent writing code and the number of developers using Copilot. (GitHub customer story, 2023-05-23) On the Q2 2026 call management said 20,000 developers use AI and that 'human written code is the exception'; the majority of code is now written by AI. (Motley Fool, 2026-08-12)
Meta Mandate: unclear	Big tech 50k+ employees	WIRED, citing other outlets' reporting, described a rise in bugs linked to reliance on AI-generated code. This is reported, not a company-published figure. (WIRED, 2026-09-02) Individual AI usage metrics were not part of 2025 performance reviews, though employees were encouraged to cite AI wins. (Business Insider, 2025-11-14) An employee-built internal AI-usage leaderboard was taken down after details leaked; Meta later told staff it would not use AI adoption dashboards or token counts to evaluate impact. (WIRED, 2026-09-02)
Netflix Mandate: unclear	Consumer media 5k-50k employees	Netflix engineers became 20-30% more efficient with AI coding agents, and up to 65% on some tasks, according to JetBrains. (JetBrains, 2026-10-01) More than 3,000 Netflix developers use Claude Code, tracked against a maturity ladder, according to a session at Anthropic's Code with Claude event. (Claude (Code with Claude SF), 2026-05-06)
Nvidia Mandate: yes	Semiconductors / AI 5k-50k employees	Per Cursor, 30,000+ Nvidia developers use Cursor daily and commit three times more code, with bug rates flat. (Cursor customer story, 2026-02-06) In April 2026 Huang emailed staff that OpenAI's Codex was available to every employee after early access for about 10,000. (Economic Times, 2026-04-25) Jensen Huang said 100% of Nvidia's software engineers and chip designers use Cursor. (Business Insider, 2025-10-15) Nvidia measures adoption, coding velocity (code committed) and code quality (bug rates), per Cursor's case study. (Cursor customer story, 2026-02-06)
OpenAI Mandate: unclear	AI lab 5k-50k employees	The heaviest (99th-percentile) users run more than 60 hours of agent turns per day across parallel agents. (OpenAI, 2026-06-25) Codex accounts for 99.8% of weekly output tokens inside OpenAI; the average engineer now generates 99% of output tokens with Codex, and engineering usage is 27x its November 2025 level. (OpenAI, 2026-06-25) Codex writes nearly 80% of OpenAI's code, according to its India strategy head. (Outlook Business, 2026-05-15) Codex writes more than 90% of the Codex app's own code; engineers typically run 4-8 agents in parallel. (The Pragmatic Engineer, 2026-02-17)
Ramp Mandate: no	Fintech / spend management Under 5k employees	Inspect wrote about 30% of merged PRs to Ramp's frontend and backend repos as of January 2026. It wrote about 70% of all merged PRs by late April 2026. (Ramp Builders, 2026-01-12; Zach Bruggeman on LinkedIn, 2026-04-30) More than 130 people at Ramp have contributed to Inspect. (Zach Bruggeman on LinkedIn, 2026-04-30) Ramp tracks the share of merged PRs written by Inspect, and sessions that result in a merged PR, which it calls the most important metric. (Ramp Builders, 2026-01-12; Zach Bruggeman on LinkedIn, 2026-04-30)
Reddit Mandate: unclear	Social media Under 5k employees	Huffman: the bottleneck 'is actually code review' now that AI writes more code. (Livemint, 2026-03-22)
Robinhood Mandate: unclear	Fintech / brokerage Under 5k employees	Commits per engineer hit a new high in Q1 2026, up 50% since the start of 2025, which management attributed to AI tools. (Motley Fool, 2026-04-28) Superseded (July 2025): CEO Vlad Tenev said close to 100% of engineers use AI code editors and about half of new code is AI-generated, a measurement he called imprecise. (Business Insider, 2025-07-17) On the Q1 2026 call Robinhood said more than 90% of employees use AI tools and that it tracks commits per engineer deployed to production. (Motley Fool, 2026-04-28)
Salesforce Mandate: unclear	Enterprise SaaS 50k+ employees	Per Cursor, over 75% of Salesforce developers use Cursor, PR velocity rose 30%+, and one team cut legacy test-coverage time by 85%. (Cursor customer story, 2026-01-21) Marc Benioff said engineering productivity rose by more than 30% with Agentforce and other AI technology. (Salesforce Ben, 2024-12-18) Salesforce tracks cycle time, quality (bug count) and throughput on existing dashboards, per Cursor's case study. (Cursor customer story, 2026-01-21)
Samsung Electronics Mandate: unclear	Electronics / semiconductors 50k+ employees	In the System LSI business, some tasks such as SoC verification and USB driver and emulator work went from weeks to days. (SamMobile, 2026-08-12) More than 10,000 DS-division developers use Claude Code, starting from a pilot, an AWS speaker said at Samsung AI Forum 2026. (Digital Daily, 2026-09-30)
SAP Mandate: unclear	Enterprise SaaS 50k+ employees	SAP reports about 20% efficiency gains in central functions from AI. (Motley Fool, 2026-10-22) SAP developers completed approximately 70% more code contributions since the start of 2026, which CEO Christian Klein attributes to AI-first working principles. (Motley Fool, 2026-10-22)
ServiceNow Mandate: unclear	Enterprise SaaS 5k-50k employees	Sales preparation time fell by up to 95% in early results (a non-engineering use). (ServiceNow Newsroom, 2026-01-28) ServiceNow deployed Claude to more than 29,000 employees and made Claude Code available to engineers. (ServiceNow Newsroom, 2026-01-28)
Shopify Mandate: yes	E-commerce 5k-50k employees	Shopify reports that its internal 'Quick' prototype-hosting sandbox has passed 5,000 sites since launching in mid-2025. (Shopify, 2025-10-28) Every team has unlimited access to top AI models. (Shopify, 2025-10-28) Engineering leadership estimates about a 20% productivity gain from AI tools. (BVP Atlas, 2026-04-02) Shopify gave agents per-session remote dev environments, so agents run in parallel and overnight workflows fix bugs and open PRs. (Shopify Engineering, 2026-10-22) Shopify said in October 2025 that it had hit universal adoption of AI code editors and was running thousands of Cursor licenses. (Shopify, 2025-10-28) President Harley Finkelstein said on the Q1 2026 call that AI writes 'well over 50%' of Shopify's code and that the share is rising. (Motley Fool, 2026-05-05) Shopify tracks code reversion rate, which it says has stayed roughly flat as AI use grew, and alerts on anyone spending more than $250 a day in tokens through its LLM proxy. (BVP Atlas, 2026-04-02) In a 30-day window, River ran 59,918 sessions in 5,170 Slack channels and co-authored 3,536 merged pull requests (about one in eight merged PRs). (Shopify Engineering, 2026-05-28)
Snowflake Mandate: unclear	Data / cloud platform 5k-50k employees	Resolution time for complex support cases fell nearly 30%, and engineering time per ticket about 40%. (Snowflake Q1 FY2027 earnings call transc, 2026-05-27) Internal support, SRE and services teams have more than 95% adoption of Cortex Code. (Snowflake Q1 FY2027 earnings call transc, 2026-05-27) Snowflake's data organization doubled developer productivity, measured by PRs and lines of code per engineer. (Snowflake Q1 FY2027 earnings call transc, 2026-05-27)
Spotify Mandate: unclear	Consumer media 5k-50k employees	Spotify says the background agent has merged 1,500+ PRs, and that Fleet Management has automated roughly half of its PRs since mid-2024. (Spotify Engineering, 2025-11) Spotify rolled out 240 automated dataset-migration PRs, saving an estimated 10 engineering weeks. (Spotify Engineering, 2026-04) Spotify counts merged agent-generated PRs and estimates the engineering weeks saved on migrations. (Spotify Engineering, 2025-11; Spotify Engineering, 2026-04)
Stripe Mandate: unclear	Fintech / payments 5k-50k employees	Stripe says more than 1,000 pull requests merged each week are entirely produced by Minions and reviewed by humans. (Stripe Dev Blog, 2026-02-09) Stripe counts merged pull requests produced end to end by Minions. (Stripe Dev Blog, 2026-02-09; InfoQ, 2026-03-20)
Tencent Mandate: unclear	Big tech (China) 50k+ employees	Coding time has been cut by more than 40%, Tencent says. (PR Newswire, 2026-01-21) CodeBuddy is used by more than 12,000 Tencent engineers and helps generate over half of new code. (PR Newswire, 2026-01-21; Sina Finance, 2026-01-23)
Twilio Mandate: unclear	Communications APIs 5k-50k employees	The docs generation pass took about 11 hours (about 35 seconds a page), versus an estimated two days per page by hand. (Twilio blog, 2026-09-17) A product manager built more than 1,000 commits in 90 days with Claude Code, including 425 MCP tools, according to Anthropic. (Claude customer story, 2026-01-01) CEO Khozema Shipchandler said employees achieved a 15% productivity boost with AI, used for coding, support and sales. (Business Insider, 2026-05-01)
Uber Mandate: unclear	Mobility / marketplace 5k-50k employees	uReview analyzes over 90% of Uber's ~65,000 weekly diffs. Engineers mark 75% of its comments useful, and 65%+ are addressed, versus 51% for human comments. (Uber Engineering, 2025-08-12) Uber estimates uReview saves about 1,500 hours each week, nearly 39 developer-years a year. (Uber Engineering, 2025-08-12) Uber measures the usefulness rate (developer ratings), the share of comments addressed in the same changeset, and estimated review hours saved. (Uber Engineering, 2025-08-12) CTO Praveen Neppalli Naga said in March 2026 that 95% of engineers use AI monthly, and that Uber's internal agent writes about 1,800 code changes a week entirely, up from under 1% to 8% of all changes. (Business Insider, 2026-03-18) CEO Dara Khosrowshahi said in May 2026 that roughly 10% of code changes come from autonomous agents. (Business Insider, 2026-05-06)
Workday Mandate: unclear	Enterprise SaaS 5k-50k employees	Workday says some key API development became about 30x faster. (Motley Fool, 2026-05-21) 'More than 75% of our software engineers are using AI coding assistance and more than 50% of the committed code is AI generated.' (Motley Fool, 2026-05-21) Engineering output grew 22% over six months, measured by the number of code updates. (Motley Fool, 2026-05-21)
Zapier Mandate: yes	SaaS / automation Under 5k employees	Zapier reports that 97% of employees use AI daily, and that developer productivity rose 11% in 2025 with Cursor, Claude Code and GitHub Copilot. (Zapier blog, 2025-07-30) Zapier reports the share of employees using AI daily and changes in developer productivity. (Zapier blog, 2025-07-30)