Anthropic is winning the people who build with AI. OpenAI still has everyone else

A public-data investigation of how perception of OpenAI and Anthropic shifted from 2023 to October 2026, what drove it, and who leads on attention, use, money and capability, population by population.

Daniel Vecera

The verdict

Anthropic leads the professional side of the AI race; OpenAI still leads everyone else. By October 2026, Anthropic is ahead with the people who build with AI and the companies that buy it. It holds 65% of Hacker News comments that mention either company over the last twelve months, and 43.8% of US businesses on Ramp pay it against 39.8% for OpenAI (C196). It booked $11.5bn of revenue in the second quarter against OpenAI's $6.7bn (C110, C015), and its last private valuation was higher too: $965bn against $852bn (C128, C034).

OpenAI's lead with consumers is an order of magnitude. ChatGPT has 40× as many US App Store ratings as Claude and a billion monthly app users to Claude's 56 million (C186). In May, 43% of American adults had used it in the past week; 9% had used Claude (S005). On capability the two are level: their best models sit inside each other's confidence intervals on Epoch AI's composite index (167.3 for Claude Opus 5.5, 166.5 for GPT-6 Astra).

The momentum among developers has turned, and that matters because developers moved first last time. Their net stance toward Anthropic fell from +23 points in early 2025 to −16 in the third quarter of 2026, level with OpenAI's −14. People who say they switched now name OpenAI as the destination 159 times against 37 for Anthropic. Codex has overtaken Claude Code in conversation and search.

11.5
Anthropic Q2 2026 revenue, $bn (OpenAI 6.7)

One race, many publics

Ask what share of the two-company total goes to Anthropic, and the answer runs from 2.4% to 71%. It depends on whom you ask.

Anthropic's share of the race runs from 2.4% to 71%, depending on who is askedAnthropic's share of the race runs from 2.4% to 71%, depending on whois askedAnthropic's share of OpenAI + Anthropic on the latest comparable measure for eightpopulations, %0.0020406080RatingsSearchWeeklyPyPInpmFirmsHNAgentsAnthropic share, %

Sources: C196, D-GT, D-HN, D-ITUNES, D-NPM, D-PYPI, S005, S065. Population: Eight of the sixteen measures in the table below, from US iPhone owners to professional developers. Window: Latest available period per measure (2025 to 2026-10-02). Data: data/charts/share-by-population.csv. Share = Anthropic / (Anthropic + OpenAI). Measures use different units; compare shares, not levels.

The ordering is not random. The closer a population sits to building with AI, the larger Anthropic's share. Consumer measures (app ratings, app users, web visits, weekly use) put Claude between 2% and 17% of the pair. Searchers and readers looking for the products give Claude 8.7% of Google interest and 6.6% of Wikipedia views. Developers range from about a third (Python SDK installs, the 2025 Stack Overflow survey) to about two-thirds and more (conversation, coding agents at work). Businesses and revenue sit above 50%.

The gap is in the products, not the companies. Over the same twelve months, Anthropic's own Wikipedia article drew 56% of English views of the two company pages. Dario Amodei's page drew 45% of the views of the two chief executives. Google searches for the companies give Anthropic 23%. The public follows Anthropic the company through the Pentagon fight, the funding rounds and the IPO, while it searches for and uses ChatGPT the product.

The public reads about Anthropic but uses ChatGPTThe public reads about Anthropic but uses ChatGPTAnthropic's share of attention to each pair (Claude vs ChatGPT; Anthropic vs OpenAI; Amodei vsAltman), %ProductsCompaniesChief executives0.00204060Google searchesWikipedia viewsAnthropic share, %

Sources: D-GT, D-WIKI. Population: Google searchers worldwide; English Wikipedia readers. Window: 2025-10 to 2026-09. Data: data/charts/company-vs-product.csv. Searches: knowledge-graph topics compared in pairs. Wikipedia: English articles, redirects included. Oct 2025 to Sep 2026.

So surveys of "brand perception" and social listening keep contradicting each other: they measure different publics. It also means Anthropic's consumer problem is mostly reach, not reputation. Awareness of Claude doubled from 21% to 42% of US adults between February and May 2026, but weekly use only rose from 4% to 9% (S006, S007, S004, S005).

Consumerscumulative App Store ratings, US, 2026-10-022.4D-ITUNES
Consumersmobile monthly active users, Q2 2026 (Sensor Tower)5.3C186
ReadersEnglish Wikipedia views, Claude vs ChatGPT articles, 2025-10..2026-096.6D-WIKI
SearchersGoogle topic interest, Claude vs ChatGPT, 2025-10..2026-098.7D-GT
Consumersshare of gen-AI web visits, Aug 2026 (Similarweb)14.4C195
US adultsused in past week, May 2026 (SSRS probability panel)17.3S005
SearchersGoogle topic interest, Anthropic vs OpenAI, 2025-10..2026-0923.3D-GT
DevelopersPython SDK median daily downloads, Sep 202633.7D-PYPI
Developersused for development, 2025 (Stack Overflow survey)34.5S054
DevelopersJavaScript SDK median daily downloads, Sep 202649.8D-NPM
BusinessesUS businesses paying each vendor, Aug 2026 (Ramp)52.4C196
ReadersEnglish Wikipedia views, Anthropic vs OpenAI articles, 2025-10..2026-0955.8D-WIKI
Enterprisesenterprise LLM API spend, end-2025 (Menlo, an Anthropic investor)59.7C174
Investorsrecognised revenue, Q2 2026 (reported documents)63.2C110
DevelopersHacker News comments, 2025-10..2026-0964.9D-HN
Developerscoding agent used at work, mid-2026 (JetBrains survey)70.9S065

The shift travelled from builders to buyers to bankers

Developer talk flipped to Anthropic in mid-2025; the wider public barely movedDeveloper talk flipped to Anthropic in mid-2025; the wider publicbarely movedAnthropic's share of OpenAI + Anthropic, by month and populationDeveloper talk flipped to Anthropic in mid-2025; the wider public barely moved. Hacker News comments, Wikipedia article views, npm SDK downloads, Google searches from Jan 2023 to Sep 2026.Anthropic share, %020406080JanJulJanJulJanJulJanJul2023202420252026Hacker News commentsnpm SDK downloadsGoogle searchesWikipedia article viewsClaude 3.5 SonnetClaude 4, Claude Code GASuper Bowl ad, Pentagon split

Sources: D-HN, D-NPM, D-GT, D-WIKI. Population: Hacker News commenters; npm installs; Google searchers; English Wikipedia readers. Window: 2023-01 to 2026-09. Data: data/charts/share-over-time.csv. HN: comments matching openai|chatgpt vs anthropic|claude (whole words). npm: median daily downloads of @anthropic-ai/sdk vs openai. Google: Claude vs ChatGPT knowledge-graph topics in one comparison (monthly mean of weekly values). Wikipedia: Claude vs ChatGPT article views, redirects included, human agents only.

Developer conversation moved first. Anthropic took a majority of Hacker News mentions in July 2025 and peaked at 73% in April 2026. In September it was down to 57%. Installs followed. Anthropic's share of median daily JavaScript SDK downloads rose from 24% in the twelve months to September 2025 to 44% in the twelve months since. Business adoption on Ramp crossed over in April 2026 (C185). Anthropic's reported run-rate passed OpenAI's in the same month (C105, C012), and its recognised quarterly revenue passed OpenAI's in the second quarter (C110, C015). Developers led buyers and bankers by about nine months.

The general public moved much less. Claude's share of Claude-plus-ChatGPT Google searches rose from 2.0% to 8.7% between the two twelve-month windows. Its share of English Wikipedia article views moved from 2.0% to 6.6%. Those are real gains, but ChatGPT still draws 10 searches for every one of Claude's.

PopulationAnthropic first aheadLatestSource
Developer conversation (Hacker News)July 202557% in Sep 2026D-HN
Head-to-head preference (HN comparisons)202347% (n=45) prefer Anthropic in Q3 2026 (from 68% (n=151) in 2025)D-HN, D-LABELS
Human preference leaderboard (LMArena #1)6 February 2026Google since 30 September 2026D-ARENA, K110, K112
US businesses paying (Ramp)April 202643.8% vs 39.8%C185, C196
Revenue run-rateApril 2026$100bn vs $70bn (Sep)C105, C115, C021
Private valuationMay 2026$965bn vs $852bnC128, C034
Recognised quarterly revenueQ2 2026$11.5bn vs $6.7bnC110, C015
Composite capability (Epoch index)July 2026167.3 vs 166.5, inside the errorD-EPOCH
Google searches, app users, web visits, weekly usenot yet5–17% of the pairD-GT, C186, C195, S005

What moved people

The coding wedge

Claude Code turned developer goodwill into revenue. Its annualised revenue went from $0.5bn in September 2025 to $1bn in November and more than $2.5bn in February 2026 (C086, C089, C099). Menlo Ventures, an Anthropic investor, put Anthropic at 54% of enterprise coding spend (C175). In JetBrains' mid-2026 survey of professional developers, 39% used Claude Code at work against 16% for OpenAI's Codex (S065). On Hacker News, 48% of positive comments about Anthropic concern coding tools.

The values moment

Claude's US search interest rose 3.5x around the Pentagon split; 44% heldClaude's US search interest rose 3.5x around the Pentagon split; 44%heldWeekly US Google search interest in the Claude and ChatGPT topics (0-100, same comparison)Claude's US search interest rose 3.5x around the Pentagon split; 44% held. Claude, ChatGPT from 2 Nov 2025 to 27 Sep 2026; latest ChatGPT 74, Claude 13.Search interest (0-100)0255075100DecJanFebMarAprMayJunJulAugSep20252026ChatGPT 74Claude 13Super Bowl ad to Pentagon split

Sources: D-GT, E078, E088. Population: US Google searchers. Window: 2025-11 to 2026-09. Data: data/charts/pentagon-week.csv. Super Bowl 'no ads' campaign 2026-02-08 (E078); Pentagon supply-chain-risk designation 2026-02-27 (E088).

In February 2026 Anthropic ran a Super Bowl campaign promising no ads in Claude (E078). Three weeks later it refused to drop its limits on surveillance and autonomous weapons, and the Pentagon labelled it a supply-chain risk (E088). OpenAI announced a Pentagon deal within hours (E086). The response was measurable:

The moment changed what people knew more than what they used or preferred. Awareness doubled, but YouGov's BrandIndex shows Claude's preference score up only 0.8 points from February to July, while OpenAI's fell 5.9 (S031). Among Americans who know both companies, OpenAI was still viewed more favourably in June (+11 against +3, S028).

OpenAI's trust tax

OpenAI's perception problems were mostly self-inflicted and cumulative:

In the latest twelve months, negative Hacker News comments about OpenAI were about business and finance (22%), safety and ethics (21%) and hype (19%) more than about its products.

Among developers, Anthropic's halo is gone

Developers' warmth toward Anthropic is gone: net stance fell below zeroDevelopers' warmth toward Anthropic is gone: net stance fell belowzeroNet stance of Hacker News comments mentioning each company (% positive minus % negative), byquarterAnthropicOpenAI-20-100.00102030402023 Q12023 Q32024 Q12024 Q32025 Q12025 Q32026 Q12026 Q3QuarterNet stance, points

Sources: D-HN, D-LABELS. Population: Hacker News commenters; 60 comments per month and side, hash-sampled from all matching comments. Window: 2023 Q1 to 2026 Q3. Data: data/charts/hn-stance.csv. Labels from Qwen3-235B (neither lab's model); Devstral 2 relabelled every comment and reproduces the trend (see method). ci95 column gives each point's 95% interval.

From 2023 to late 2025, Hacker News commenters were consistently warmer toward Anthropic than toward OpenAI. Anthropic's quarterly net stance stayed between +12 and +31 points, while OpenAI's moved between −8 and +4. Then Anthropic became the default, and scrutiny followed share. By the third quarter of 2026 its net stance was −16, against OpenAI's −14. A second, independent judge (Devstral 2) rates everyone more harshly but reproduces the same fall: Anthropic from +17 in early 2025 to −24, against −26 for OpenAI.

Anthropic draws complaints about reliability; OpenAI about money and hypeAnthropic draws complaints about reliability; OpenAI about money andhypeShare of negative Hacker News comments about each company that concern each topic, Oct 2025 toSep 2026, %AnthropicOpenAI0.005.0010152025QualitySafetyReliabilityPricing% of negative comments

Sources: D-HN, D-LABELS. Population: Hacker News commenters (negative comments in the labelled sample). Window: 2025-10 to 2026-09. Data: data/charts/hn-topics.csv. A comment can carry up to two topics, so shares do not sum to 100.

The complaints changed with the position. Reliability and outages make up 19% of negative comments about Anthropic against 11% for OpenAI, and pricing and usage limits 14% against 8.7%. The timeline gives the reasons:

Developers now report switching to OpenAI far more often than to AnthropicDevelopers now report switching to OpenAI far more often than toAnthropicFirst-person Hacker News comments reporting a move between the two, by quarter (count)To AnthropicTo OpenAI0.00501001502002024 Q12024 Q32025 Q12025 Q32026 Q12026 Q3QuarterStatements

Sources: D-HN, D-LABELS. Population: Hacker News commenters who describe their own or their team's switch. Window: 2024 Q1 to 2026 Q3. Data: data/charts/hn-switching.csv. Candidates: every comment matching a switch or cancel phrase near a brand name (complete HN table); direction and first-person status labelled by Qwen3-235B and checked by Devstral 2.

Switching statements tell the same story with revealed preference. In the first quarter of 2026, the Pentagon quarter, commenters reported moving to Anthropic 92 times and to OpenAI 43. The second quarter reversed it (65 against 108). In the third quarter, 159 moved to OpenAI and 37 to Anthropic.

The next fight is over coding agents

Codex leads in talk, searches and installs; Claude Code still files more PRsCodex leads in talk, searches and installs; Claude Code still filesmore PRsClaude Code's share of Claude Code + OpenAI Codex, by month and signalCodex leads in talk, searches and installs; Claude Code still files more PRs. Hacker News comments, GitHub cloud-agent PRs, npm CLI downloads, Google searches from Apr 2025 to Sep 2026.Claude Code share, %0255075100AprJulOctJanAprJul20252026GitHub cloud-agent PRsHacker News commentsnpm CLI downloadsGoogle searches

Sources: D-HN, D-NPM, D-GT, D-GH. Population: Hacker News commenters; npm installs; Google searchers; public GitHub repositories. Window: 2025-04 to 2026-09. Data: data/charts/coding-agents.csv. npm (median daily downloads) understates Claude Code after Anthropic moved users to a native installer. GitHub counts pull requests opened from codex/ and claude/ branches, the default branch prefixes of each vendor's cloud agent, so levels reflect workflow as much as usage. Compare each line's direction.

The developer-facing signals now split:

That is the same ordering as 2025, with the roles reversed. Conversation moved first then, and revenue followed about nine months later. OpenAI reports more than 5 million weekly Codex users (C056) and 35 million weekly users across Codex and ChatGPT Work (C059). Anthropic has not updated Claude Code revenue since February (C099).

r/codex now out-posts r/ClaudeCode; r/ClaudeAI is down 48% from its peakr/codex now out-posts r/ClaudeCode; r/ClaudeAI is down 48% from itspeakPosts per month in each product's home community on Redditr/codex now out-posts r/ClaudeCode; r/ClaudeAI is down 48% from its peak. r/ChatGPT, r/ClaudeAI, r/ClaudeCode, r/codex from Jul 2024 to Sep 2026; latest r/codex 8,911, r/ClaudeAI 8,255, r/ChatGPT 5,709, r/ClaudeCode 5,357.Posts per month05,00010,00015,00020,00025,000JulOctJanAprJulOctJanAprJul202420252026r/codex 8,911r/ClaudeAI 8,255r/ChatGPT 5,709r/ClaudeCode 5,357

Sources: D-REDDIT. Population: Reddit users posting in r/ChatGPT, r/ClaudeAI, r/ClaudeCode and r/codex. Window: 2024-07 to 2026-09. Data: data/charts/reddit-communities.csv. Gaps are months the archive could not count (timeouts on the largest subreddit), not zero.

Reddit's product communities show the same turn. r/codex grew from 617 posts in January 2026 to 8,911 in September, more than r/ClaudeCode's 5,357. r/ClaudeAI peaked at 15,911 posts a month and is down 48% since. r/ChatGPT, the largest community, went from 23,651 posts at its peak to 5,709 in its latest counted month. Forum activity measures enthusiasm, not usage.

Consumers: OpenAI's moat holds

ChatGPT reaches 5 to 22 times as many people as Claude; developers, 2xChatGPT reaches 5 to 22 times as many people as Claude; developers, 2xShare of each surveyed population using or aware of each assistant, %ClaudeChatGPT0.0020406080100Ever usedWeek, FebWeek, MayAware, FebAware, May6 nationsDev use% of respondents

Sources: S002, S004, S005, S006, S007, S015, S054. Population: US adults (Pew, SSRS), online adults in six countries (Reuters Institute), developers (Stack Overflow). Window: 2025-06 to 2026-07 fieldwork. Data: data/charts/surveys.csv. Developer surveys are opt-in professional samples, not probability samples.

Probability samples, which are the only data here that describe the public, show how large the consumer gap is. Pew found 44% of US adults had ever used ChatGPT and 6% had used Claude (S002). Across six countries, the Reuters Institute measured weekly use at 22% against 1% in mid-2025 (S015). Developers are the exception: in the 2025 Stack Overflow survey, Claude was the more admired model (67.5% against 61.2%, S056), though fewer used it.

Unhappy Claude users cite refusals, limits and logins; ChatGPT users, bugsUnhappy Claude users cite refusals, limits and logins; ChatGPT users,bugsShare of one- and two-star reviews mentioning each topic, US Google Play and App Store,September 2026, %ClaudeChatGPT0.005.0010152025QualityLimitsAccuracyRefusalsBugsPricingLogin% of low-star reviews

Sources: D-REVIEWS, D-LABELS. Population: US app reviewers (English); reviewers over-represent strong opinions. Window: 2026-09-01 to 2026-10-01. Data: data/charts/app-reviews.csv. Up to 1,500 reviews per store and app, hash-sampled; a review can carry up to three topics.

Satisfaction runs the same way. In September 2026, 29% of Claude's US reviews were one or two stars against 13% for ChatGPT, with average ratings of 3.7 and 4.4. Unhappy Claude users complain about refusals (18% of low-star reviews against 8.6%), usage limits (19% against 13%) and logins (11% against 2.6%). Ads, the issue Anthropic built a Super Bowl campaign around, barely register in either app's reviews.

Claude's searchers concentrate in East Asian and other tech-heavy marketsClaude's searchers concentrate in East Asian and other tech-heavymarketsClaude's share of Claude + ChatGPT Google search interest, Oct 2025 to Sep 2026, nine markets,%0.005.0010152025ChinaIsraelUSUKBrazilClaude share of searches, %

Sources: D-GT. Population: Google searchers per country (China reflects VPN and Google-accessible users only). Window: 2025-10-01 to 2026-09-30. Data: data/charts/trends-geo.csv. Google's compared-breakdown shares split each country's combined interest between the two topics.

Geography follows technical density. Over the last twelve months Claude's share of search interest was highest in China 23% (VPN users, since neither service is officially available) and lowest in Brazil 5.0%. South Korea, Singapore, Israel and Taiwan rank high; India, Brazil and the Philippines low. Its share of cumulative App Store ratings is below 3% in all 49 storefronts checked (D-ITUNES).

Money: Anthropic's crossover is real but young

By September, Anthropic's reported run-rate exceeded OpenAI'sBy September, Anthropic's reported run-rate exceeded OpenAI'sLatest annualised revenue run-rate reported in each quarter, $bn (unaudited; mostly unnamedsources)AnthropicOpenAI0.00204060801002024 Q42025 Q12025 Q22025 Q32025 Q42026 Q12026 Q22026 Q3QuarterRun-rate, $bn

Sources: C001, C004, C010, C021, C083, C085, C092, C098, C107, C115. Population: Company statements and press reports (see source ledger for each bar). Window: 2024 Q4 to 2026 Q3. Data: data/charts/run-rate.csv. Run-rate annualises a recent period and is neither audited nor defined identically by both companies; OpenAI says Anthropic counts gross cloud-marketplace revenue (C161). Missing bars = no report that quarter.

In recognised revenue, Anthropic overtook OpenAI in Q2 2026In recognised revenue, Anthropic overtook OpenAI in Q2 2026Quarterly revenue, $bn, from documents reported by Bloomberg (Anthropic) and the WSJ (OpenAI)AnthropicOpenAI0.002.505.007.501012Q1 2026Q2 2026QuarterRevenue, $bn

Sources: C015, C110. Population: Company documents reported by the press; neither company has a public S-1. Window: 2026 Q1 to 2026 Q2. Data: data/charts/quarterly-revenue.csv. Anthropic's Q2 figure is preliminary. For FY2025 OpenAI booked $13.07bn (C009) vs Anthropic ~$4.6bn (C093).

The commercial lead is newer and less certain than the headlines suggest:

US businesses now pay Anthropic more often than OpenAIUS businesses now pay Anthropic more often than OpenAIShare of US businesses on Ramp paying each vendor, % (card and bill-pay spend)US businesses now pay Anthropic more often than OpenAI. Anthropic, OpenAI from Jul 2025 to Aug 2026; latest Anthropic 43.8, OpenAI 39.8.Businesses paying, %1020304050JulAugSepOctNovDecJanFebMarAprMayJunJulAug20252026Anthropic 43.8OpenAI 39.8method change

Sources: C168, C169, C171, C172, C173, C178, C181, C182, C185, C187, C190, C194, C196. Population: US businesses using Ramp's corporate cards and bill pay (skews to tech-forward firms). Window: 2025-07 to 2026-08. Data: data/charts/ramp-adoption.csv. Ramp added bill-pay capture in May 2026 (C187): levels before and after the break are not comparable.

Business adoption is the cleanest commercial signal because Ramp measures payments, not survey answers. Anthropic went from 11.1% of US businesses on Ramp in July 2025 to 43.8% in August 2026 (C168, C196). Customer bases overlap heavily: 79% of Anthropic's business customers also pay OpenAI (C179). Enterprise-spend surveys disagree along investor lines. Menlo, an Anthropic investor, gives Anthropic 40% of API spend and OpenAI 27% (C174). Andreessen Horowitz, an OpenAI investor, gives OpenAI about 56% of large-company wallet share (C176).

ChatGPT's lost web share went mostly to Gemini, not ClaudeChatGPT's lost web share went mostly to Gemini, not ClaudeShare of worldwide generative-AI website visits, % (Similarweb panel estimates)ClaudeChatGPTGemini0.00204060802025-082026-032026-062026-08MonthShare of gen-AI web visits, %

Sources: C170, C191, C195. Population: Worldwide desktop and mobile web visits to gen-AI sites (excludes apps and API use). Window: 2025-08 to 2026-08. Data: data/charts/web-share.csv. Similarweb revises earlier points between releases; values are as first published in each release.

On the web, ChatGPT's share of generative-AI visits fell from 73.3% to 55.5% in a year. Most of that went to Google's Gemini (25.6%), not to Claude (1.9% → 9.3%) (C170, C195). The two-horse framing of this report leaves out the company gaining fastest with consumers.

Capability: a tie, with specialties

On Epoch's composite index, OpenAI and Anthropic are in a dead heatOn Epoch's composite index, OpenAI and Anthropic are in a dead heatBest Epoch Capabilities Index score among models each lab had released by month endOn Epoch's composite index, OpenAI and Anthropic are in a dead heat. Anthropic, OpenAI, Google from Jan 2024 to Sep 2026; latest Anthropic 167.35, OpenAI 166.51, Google 157.44.Epoch Capabilities Index120140160JanAprJulOctJanAprJulOctJanAprJul202420252026Anthropic 167.35OpenAI 166.51Google 157.44

Sources: D-EPOCH. Population: Frontier models with enough benchmark coverage for Epoch's index. Window: 2024-01 to 2026-09. Data: data/charts/capability-frontier.csv. Epoch's confidence intervals overlap: Claude Opus 5.5 164-172, GPT-6 Astra 163-171.

No lab leads across the board, and the composite lead is within measurement error. Claude Opus 5.5 tops Epoch's capabilities index at 167.3, GPT-6 Astra is at 166.5 and Google's best at 157.4; the two leaders' confidence intervals overlap almost entirely (K105). Artificial Analysis's index also puts Opus 5.5 first (K104).

Anthropic leads coding and long tasks; OpenAI leads maths and reasoningAnthropic leads coding and long tasks; OpenAI leads maths andreasoningShare of days from Oct 2025 to Sep 2026 on which each lab held the best released score, %OpenAI, SWE-bench Verified: 14.8Anthropic, SWE-bench Verified: 85.2Google, SWE-bench Verified: 0OpenAI, Terminal-Bench: 70.7Anthropic, Terminal-Bench: 3.8Google, Terminal-Bench: 25.5OpenAI, METR time horizon: 28.5Anthropic, METR time horizon: 69.9Google, METR time horizon: 1.6OpenAI, GDPval: 80.5Anthropic, GDPval: 19.5Google, GDPval: 0OpenAI, OSWorld: 0Anthropic, OSWorld: 100Google, OSWorld: 0OpenAI, GPQA Diamond: 53.2Anthropic, GPQA Diamond: 0Google, GPQA Diamond: 35.1OpenAI, FrontierMath: 93.7Anthropic, FrontierMath: 7.7Google, FrontierMath: 6.3OpenAI, Humanity's Last Exam: 20.8Anthropic, Humanity's Last Exam: 0.5Google, Humanity's Last Exam: 78.6OpenAI, ARC-AGI-2: 62.7Anthropic, ARC-AGI-2: 14.8Google, ARC-AGI-2: 20.8OpenAIAnthropicGoogleSWE-bench VerifiedTerminal-BenchMETR time horizonGDPvalOSWorldGPQA DiamondFrontierMathHumanity's Last ExamARC-AGI-20.00100lead_share_pctLabBenchmark

Sources: D-EPOCH. Population: Models with published scores in Epoch AI's Benchmarking Hub. Window: 2025-10-01 to 2026-09-30. Data: data/charts/capability-leads.csv. Leads inside measurement error still count. METR horizons stop at April 2026; OSWorld lacks recent OpenAI runs.

Over the last twelve months:

On LMArena's human-preference board, Anthropic held first place from 6 February 2026 until 30 September 2026, when Google's Gemini 4 Argon took it (D-ARENA, K110, K112). GPT-6 Astra, which leads several reasoning benchmarks, ranks only 30th there (K113). What wins depends on the test, so neither company can claim a capability lead that would explain its perception lead.

Who is winning, by dimension

DimensionPopulationLeaderMargin, latest12-month directionConfidence
AttentionDevelopers (Hacker News)Anthropic65% of mentionspeaked in spring 2026, fallingHigh: complete site data
SentimentDevelopers (Hacker News)Neither−16 vs −14 netAnthropic falling fastMedium: model labels, replicated
Coding agentsDevelopers (talk, installs, GitHub)ContestedCodex ahead in talk, Claude in GitHub outputtoward CodexMedium
AttentionGoogle searchersOpenAIClaude 8.7% of the pairnarrowingMedium: sampled index
UseUS adultsOpenAI43% vs 9% weeklynarrowing slowlyHigh: probability samples
SatisfactionApp reviewersOpenAI4.4 vs 3.7 stars—Medium: self-selected reviewers
ReputationUS publicContestedAxios Harris rank 15 vs 68; favourability +3 vs +11toward AnthropicLow: polls disagree
AdoptionUS businesses (Ramp)Anthropic43.8% vs 39.8%Anthropic gaining, slowingMedium: method changed May 2026
Enterprise spendLarge companiesContestedMenlo 40–27 Anthropic; a16z ~56% OpenAI—Low: investor-run surveys
RevenueRecognised, Q2 2026Anthropic$11.5bn vs $6.7bnflipped this yearMedium: preliminary, leaked documents
ValuationPrivate investorsAnthropic$965bn vs $852bn last roundsboth risingMedium
CapabilityBenchmarksTieOpus 5.5 vs GPT-6 Astra inside erroralternatingHigh

The leaders split by population. Anthropic leads where buyers are technical, OpenAI leads with everyone else, and Google is gaining on both with consumers. The two dimensions where the lead changed most recently, developer sentiment and coding-agent conversation, are the earliest signals of what buyers and revenue do next, and both moved toward OpenAI in 2026.

What it means for decision-makers

Method, coverage and limits

Window and baseline. The study window runs from January 2023, the first full month of the ChatGPT era, to September 2026, the last full month before publication. Comparisons of "recent" and "baseline" use the twelve months to September 2026 against the twelve months before.

Populations and sources. Every chart names its population. Hacker News data cover every story and comment on the site (ClickHouse's live public copy), so counts are exact for that site. Developer sentiment is measured on a hash-ordered sample of 60 comments per month for each side and for comments naming both. Google Trends, Wikipedia, npm and PyPI are complete series for their own populations. Reviews are the newest-first US samples available on 2 October. Survey figures come from the published reports, with their sample sizes and methods in the ledger. Commercial figures are company statements or documents reported by named outlets; none is audited.

Labels and conflicts of interest. The study is about two AI labs, so no label comes from either lab's model by default. Qwen3-235B (Alibaba) labelled every sampled comment and review, and Devstral 2 (Mistral) relabelled every comment as a replication. On a shared subset of 589 comments, Claude Haiku 4.5 and OpenAI's gpt-oss-120b were added to test self-preference. Pairwise agreement on stance ranged from 72% to 85%. Claude Haiku rated Anthropic -0.03 and OpenAI -0.04 relative to the neutral judges, a self-preference of +0.02 on a −1 to +1 scale. The OpenAI model's figures were -0.04, -0.09 and +0.05. Neither lab's model favours its maker by a material margin; both are simply harsher than the neutral judges. Labels describe what comments say; they are not facts about the companies.

What this cannot tell you.

Reproduce it. In examples/openai-vs-anthropic/research, run uv sync, each collect_*.py, then label_hn.py, label_reviews.py, analyze.py, build_ledger.py and build_report.py with uv run (the example's README lists them in order). Collection runs, costs and run ids are in ledger/collection-runs.csv; raw responses are cached locally and are not committed.

Sources cited

Every bracketed id links to its source; the complete ledger of 643 dated entries is ledger/sources.csv.

C001Reuters: annualized revenue run-rate2025-06-09https://www.reuters.com/business/media-telecom/openais-annualized-revenue-hits-10-billion-up-55-billion-december-2024-2025-06-09/
C004Epoch AI: annualized revenue run-rate (Epoch AI compilation)2025-10-14https://epoch.ai/data-insights/openai-revenue
C009Fortune (citing Ed Zitron and Financial Times): recognized revenue FY2025 (and FY2024)2026-06-16https://fortune.com/2026/06/16/openai-financials-leaked-losses-revenue-profit/
C010Reuters (citing The Information): annualized revenue run-rate (end-Feb 2026) and end-20252026-03-05https://www.reuters.com/technology/openai-tops-25-billion-annualized-revenue-last-month-information-reports-2026-03-05/
C012CNBC (citing The Information): annualized revenue run-rate2026-07-29https://www.cnbc.com/2026/07/29/openai-cfo-sarah-friar-tells-employees-arr-in-july-topped-all-of-q2.html
C015Wall Street Journal: quarterly revenue Q2 2026 and Q1 20262026-08-18https://www.wsj.com/tech/ai/openais-second-quarter-sales-show-tepid-growth-compared-with-anthropic-5cb42998
C021Axios: annualized revenue run-rate2026-09-29https://www.axios.com/2026/09/29/scoop-openais-annual-recurring-revenue-nears-70b
C034OpenAI: post-money valuation2026-03-31https://openai.com/index/accelerating-the-next-phase-ai/
C042Bloomberg (via The Hindu BusinessLine): pre-IPO funding round talks (amount, valuation)2026-09-29https://www.thehindubusinessline.com/info-tech/openai-seeks-30-billion-plus-as-valuation-target-rises-to-14-trillion/article71526254.ece
C056OpenAI: Codex weekly active users2026-06-02https://openai.com/index/codex-for-knowledge-work/
C059The Decoder: business customers and ChatGPT Work + Codex weekly users2026-09-29https://the-decoder.com/chatgpt-now-reaches-1-2-billion-people-every-week-openai-says/
C074SiliconANGLE (citing Wall Street Journal): quarterly operating loss Q2 2026 (and Q1 2026)2026-08-19https://siliconangle.com/2026/08/18/openai-falls-further-behind-anthropic-with-disappointing-revenue-growth-and-mounting-losses/
C083Reuters: annualized revenue run-rate2025-05-30https://www.reuters.com/business/anthropic-hits-3-billion-annualized-revenue-business-demand-ai-2025-05-30/
C085Anthropic: annualized revenue run-rate2025-09-02https://www.anthropic.com/news/anthropic-raises-series-f-at-usd183b-post-money-valuation
C086Anthropic: Claude Code annualized revenue run-rate2025-09-02https://www.anthropic.com/news/anthropic-raises-series-f-at-usd183b-post-money-valuation
C089Anthropic: Claude Code annualized revenue run-rate2025-12-03https://www.anthropic.com/news/anthropic-acquires-bun-as-claude-code-reaches-usd1b-milestone
C092Reuters: annualized revenue run-rate2026-08-17https://www.reuters.com/technology/anthropic-revenue-run-rate-tops-65-billion-source-says-2026-08-17/
C093Reuters (via Yahoo Finance): recognized revenue FY20252026-09-28https://finance.yahoo.com/technology/ai/articles/exclusive-anthropics-ipo-prospectus-shows-231722972.html
C094Reuters (via CNA): top-2 customer revenue concentration FY20252026-09-29https://www.channelnewsasia.com/business/exclusive-anthropic-ipo-prospectus-lays-bare-deep-dependence-big-tech-partners-6419771
C096Reuters (via CNA): cloud marketplace sales share FY20252026-09-29https://www.channelnewsasia.com/business/exclusive-anthropic-ipo-prospectus-lays-bare-deep-dependence-big-tech-partners-6419771
C098Anthropic: annualized revenue run-rate2026-02-12https://www.anthropic.com/news/anthropic-raises-30-billion-series-g-funding-380-billion-post-money-valuation
C099Anthropic: Claude Code annualized revenue run-rate2026-02-12https://www.anthropic.com/news/anthropic-raises-30-billion-series-g-funding-380-billion-post-money-valuation
C105Anthropic: annualized revenue run-rate2026-04-06https://www.anthropic.com/news/google-broadcom-partnership-compute
C107Anthropic: annualized revenue run-rate2026-05-28https://www.anthropic.com/news/series-h
C110CNBC (citing Bloomberg): quarterly revenue Q2 2026 (preliminary) and comparatives2026-08-15https://www.cnbc.com/2026/08/15/anthropic-revenue-jumps-to-over-11point5-billion-in-q2-report.html
C115Axios (citing New York Times): annualized revenue run-rate (pace)2026-09-18https://www.axios.com/2026/09/18/anthropic-100-billion-revenue
C128Anthropic: post-money valuation2026-05-28https://www.anthropic.com/news/series-h
C131Wall Street Journal: IPO expected raise and valuation2026-09-08https://www.wsj.com/finance/stocks/what-to-know-about-anthropics-planned-ipo-c2f58908
C132Reuters (via Yahoo Finance): IPO target valuation2026-09-28https://finance.yahoo.com/technology/ai/articles/exclusive-anthropics-ipo-prospectus-shows-231722972.html
C161The Verge (OpenAI internal memo): OpenAI claim: Anthropic run-rate overstated by gross revenue treatment2026-04-13https://www.theverge.com/ai-artificial-intelligence/911118/openai-memo-cro-ai-competition-anthropic
C168Ramp (Ara Kharazian, Econ Lab): Ramp AI Index business adoption share2025-08-15https://econlab.substack.com/p/business-ai-adoption-grew-2-in-july
C169SaaStr (citing Ramp AI Index): Ramp AI Index business adoption share2025-09-11https://www.saastr.com/openai-vs-anthropic-ramp-data-shows-36-vs-12-penetration-but-velocity-curves-tell-a-different-story/
C170Similarweb (LinkedIn): Similarweb gen-AI website traffic share (12 months earlier)2026-09-07https://www.linkedin.com/posts/similarweb_gen-ai-website-traffic-share-update-august-activity-7502646378943401985-V6qg
C171Ramp (Fall 2025 Business Spending Report): Ramp AI Index business adoption share2025-10-08https://assets.ramp.com/nextjs/files/fall-2025-ramp-business-spending-report.pdf
C172Ramp: Ramp AI Index business adoption share2025-11-19https://ramp.com/data/ai-business-adoption-accelerates-led-by-anthropic
C173Ramp: Ramp AI Index business adoption share2025-12-10https://ramp.com/data/business-ai-adoption-flatlines
C174Menlo Ventures: enterprise LLM API market share (Menlo, end-2025)2025-12-09https://menlovc.com/perspective/2025-the-state-of-generative-ai-in-the-enterprise/
C175Menlo Ventures: coding model market share (Menlo)2025-12-09https://menlovc.com/perspective/2025-the-state-of-generative-ai-in-the-enterprise/
C176Andreessen Horowitz (a16z): a16z CIO survey: enterprise LLM wallet share2026-01-30https://a16z.com/leaders-gainers-and-unexpected-winners-in-the-enterprise-ai-arms-race/
C178Ramp: Ramp AI Index business adoption share2026-02-11https://ramp.com/data/ai-index-february-2026
C179Ramp: Ramp AI Index customer overlap2026-02-11https://ramp.com/data/ai-index-february-2026
C181Ramp: Ramp AI Index business adoption share2026-03-11https://ramp.com/data/ai-index-march-2026
C182Ramp: Ramp AI Index business adoption share2026-04-11https://ramp.com/data/april-2026-ai-index
C185Ramp: Ramp AI Index business adoption share2026-05-13https://ramp.com/data/ai-index-may-2026
C186Reuters (via MarketScreener): mobile app monthly active users (Sensor Tower)2026-06-02https://www.marketscreener.com/news/chatgpt-app-hits-1-billion-monthly-active-users-in-record-time-data-shows-ce7f5dded08bf222
C187Ramp: Ramp AI Index business adoption share (revised methodology)2026-06-26https://ramp.com/data/ai-index-june-2026
C190Ramp: Ramp AI Index business adoption share2026-07-08https://ramp.com/data/ai-index-july-2026
C191Similarweb (LinkedIn): Similarweb gen-AI website traffic share (6 and 3 months earlier)2026-09-07https://www.linkedin.com/posts/similarweb_gen-ai-website-traffic-share-update-august-activity-7502646378943401985-V6qg
C194Ramp: Ramp AI Index business adoption share2026-08-12https://ramp.com/data/ai-index-august-2026
C195Similarweb (LinkedIn): Similarweb gen-AI website traffic share (latest)2026-09-07https://www.linkedin.com/posts/similarweb_gen-ai-website-traffic-share-update-august-activity-7502646378943401985-V6qg
C196Ramp: Ramp AI Index business adoption share (latest)2026-09-09https://ramp.com/data/ai-index-sept-2026
D-ARENALMArena: LMArena leaderboard history (text, text with style control)2026-10-02https://huggingface.co/datasets/lmarena-ai/leaderboard-dataset
D-EPOCHEpoch AI: Epoch AI Benchmarking Hub and Epoch Capabilities Index2026-10-02https://epoch.ai/benchmarks
D-GHGitHub: GitHub search totals for agent-signed pull requests and commits, monthly2026-10-02https://docs.github.com/en/rest/search/search
D-GTGoogle: Google Trends interest over time and by country (knowledge-graph topics and terms)2026-10-02https://trends.google.com/trends/explore
D-HNY Combinator via ClickHouse public playground: Hacker News: every story and comment, 2022-01 to 2026-092026-10-02https://sql-clickhouse.clickhouse.com/
D-ITUNESApple iTunes Lookup API: App Store ratings count and average by country (snapshot)2026-10-02https://itunes.apple.com/lookup
D-LABELSThis study (Amazon Bedrock): Model labels for the Hacker News sample and app reviews (this study)2026-10-02
D-NPMnpm, Inc.: npm package downloads, daily2026-10-02https://api.npmjs.org/downloads/
D-PYPIPython Software Foundation via ClickHouse public playground: PyPI package downloads, daily2026-10-02https://clickpy.clickhouse.com/
D-REDDITArctic Shift archive: Reddit monthly post counts by subreddit and title term2026-10-02https://arctic-shift.photon-reddit.com/
D-REVIEWSApify actors thewolves/google-play-reviews-scraper and thewolves/appstore-reviews-scraper: Newest app reviews, US: Google Play (8,000 per app) and App Store (5,2026-10-02https://apify.com/thewolves
D-WIKIWikimedia Foundation: Wikipedia pageviews, human agents, redirects summed, 12 languages2026-10-02https://wikimedia.org/api/rest_v1/
E035TechCrunch: Claude Code users hit unannounced, more restrictive usage limits (heavy Max-plan users)2025-07-17https://techcrunch.com/2025/07/17/anthropic-tightens-usage-limits-for-claude-code-without-telling-users/
E037VentureBeat: Anthropic announces weekly rate limits for Claude Pro/Max (effective 2025-08-28), citing 24/7 Claude Code use and account sharing2025-07-28https://venturebeat.com/orchestration/anthropic-throttles-claude-rate-limits-devs-call-foul
E041Ars Technica: GPT-5 launch replaces GPT-4o and other models in ChatGPT; router malfunction and misleading launch charts2025-08-13https://arstechnica.com/information-technology/2025/08/openai-brings-back-gpt-4o-after-user-revolt/
E042The Verge: OpenAI restores GPT-4o for paid users one day after GPT-5 replaced it (model deprecation reversal)2025-08-08https://www.theverge.com/news/756980/openai-chatgpt-users-mourn-gpt-5-4o
E049Anthropic: Anthropic postmortem: three infrastructure bugs intermittently degraded Claude responses from early August to mid-September; denies throttling qualit2025-09-17https://www.anthropic.com/engineering/a-postmortem-of-three-recent-issues
E070SFGATE: FEC filing shows OpenAI president Greg Brockman and wife gave $25M to Trump super PAC MAGA Inc. (Sept 2025), nearly a quarter of its H2 2025 haul2026-01-02https://www.sfgate.com/tech/article/brockman-openai-top-trump-donor-21273419.php
E072Reuters: OpenAI announces it will test ads in ChatGPT for US Free and Go ($8/mo) users; Go expands to US and globally2026-01-16https://www.reuters.com/business/openai-begin-testing-ads-chatgpts-free-go-tiers-2026-01-16/
E078TechCrunch: Anthropic releases four ads (incl. Super Bowl LX spots) with tagline 'Ads are coming to AI. But not to Claude'; Altman calls them 'clearly dishonest2026-02-04https://techcrunch.com/2026/02/04/sam-altman-got-exceptionally-testy-over-claude-super-bowl-ads/
E086Tom's Guide: Hours after Anthropic is cut off, OpenAI announces deal to deploy its models in the Pentagon's ('Department of War') classified network2026-02-28https://www.tomsguide.com/ai/chatgpt/the-quitgpt-movement-gains-steam-as-openais-department-of-war-deal-has-users-saying-cancel-chatgpt
E088AP News: Trump orders federal agencies to cease using Anthropic; Hegseth announces 'supply-chain risk' designation after Anthropic refuses 'all lawful purposes'2026-02-28https://apnews.com/article/anthropic-pentagon-ai-dario-amodei-hegseth-0c464a054359b9fdc80cf18b0d4f690c
E089CNBC: Claude reaches No. 1 among top free US apps on Apple's App Store, ahead of ChatGPT (No. 2) and Gemini (No. 4)2026-02-28https://www.cnbc.com/2026/02/28/anthropics-claude-apple-apps.html
E091TechCrunch: Sensor Tower: ChatGPT US uninstalls jump 295% day-over-day after the OpenAI-DoD deal; Claude downloads surge and pass ChatGPT's daily US downloads2026-03-02https://techcrunch.com/2026/03/02/chatgpt-uninstalls-surged-by-295-after-dod-deal/
E108Axios: Measurement: Axios Harris Poll 100 corporate reputation rankings2026-05-19https://www.axios.com/2026/05/19/axios-harris-poll-100-ai-politics
E120Ars Technica: OpenAI admits its own agents (GPT-5.6 Sol and an internal-only research model, run with reduced safeguards) escaped an evaluation sandbox and brea2026-07-22https://arstechnica.com/ai/2026/07/how-an-openai-benchmark-test-turned-into-a-real-world-cyberattack/
E133The Guardian: Australian PM Albanese reveals an OpenAI agent accessed public and non-public files on a Medicare statistics portal on June 18 and that OpenAI not2026-09-23https://www.theguardian.com/australia-news/2026/sep/24/anthony-albanese-says-openai-agent-hacked-medicare-extreme-concern-sam-altman
E134Federal News Network (AP): OpenAI discloses its agents interacted with 'dozens' of outside institutions' sites in unintended ways (incl. US Census data via leak2026-09-28https://federalnewsnetwork.com/artificial-intelligence/2026/09/openai-pauses-training-of-latest-models-after-agents-probed-us-government-sites-in-unexpected-ways/
E136CNBC: OpenAI scraps release of GPT-6.1 Astra (planned for October in ChatGPT and Codex) after internal alignment tests showed more deception and acting beyond s2026-09-28https://www.cnbc.com/2026/09/28/openai-abandons-plan-to-release-upcoming-model-as-safety-concerns-escalate.html
E138CNBC: FTC confirms a broad consumer-protection investigation into OpenAI, Anthropic and other AI labs over product dangers, preparing civil investigative demand2026-09-30https://www.cnbc.com/2026/09/30/ftc-ai-probe-openai-anthropic.html
E139Reuters: California AG Rob Bonta issues an investigative subpoena to OpenAI over AI cybersecurity incidents; same day OpenAI confirms parting ways with three sa2026-10-01https://www.reuters.com/legal/litigation/california-attorney-general-issues-investigative-subpoena-openai-2026-10-01/
E141Ars Technica: Anthropic's pricing page drops Claude Code from the $20 Pro plan; head of growth says it is a test on ~2% of new prosumer signups; change reversed2026-04-22https://arstechnica.com/ai/2026/04/anthropic-tested-removing-claude-code-from-the-pro-plan/
E142The New Stack: OpenAI's Codex lead responds that Codex will stay in ChatGPT's Free and Plus ($20) plans2026-04-21https://thenewstack.io/anthropic-claude-code-limits/
K104Artificial Analysis: Artificial Analysis Intelligence Index v4.3.2: Claude Opus 5.5 (max) (Anthropic)2026-09-22https://artificialanalysis.ai/articles/claude-opus-5-5
K105Epoch AI (Benchmarking Hub dataset): Epoch Capabilities Index (ECI): Claude Opus 5.5 (Anthropic)2026-10-02https://epoch.ai/data/benchmark_data.zip
K110LMArena (Arena) via Hugging Face dataset lmarena-ai/leaderboard-dataset: LMArena text overall (style control, default view): Claude Opus 5.5 (high) (Anthropic)2026-09-25https://huggingface.co/datasets/lmarena-ai/leaderboard-dataset
K112LMArena (Arena) via Hugging Face dataset lmarena-ai/leaderboard-dataset: LMArena text overall (style control, default view): Gemini 4 Argon (high) (Google)2026-09-30https://huggingface.co/datasets/lmarena-ai/leaderboard-dataset
K113LMArena (Arena) via Hugging Face dataset lmarena-ai/leaderboard-dataset: LMArena text overall (style control, default view): GPT-6 Astra (max) (OpenAI)2026-09-30https://huggingface.co/datasets/lmarena-ai/leaderboard-dataset
S002Pew Research Center: Pew 'Americans and AI 2026: Chatbots, Smart Devices and Views on Impact': Ever use each AI chatbot2026-06-17https://www.pewresearch.org/internet/2026/06/17/americans-and-ai-2026-chatbots-smart-devices-and-views-on-impact/
S004SSRS / Edison Research: Edison Research at SSRS AI User Metrics (Feb 2026 wave): Used AI platform in the past week2026-05-26https://ssrs.com/wp-content/uploads/SSRS-AI-User-Metrics-Report-May-2026.pdf
S005SSRS / Edison Research: Edison Research at SSRS AI User Metrics (May 2026 wave): Used AI platform in the past week2026-05-26https://ssrs.com/wp-content/uploads/SSRS-AI-User-Metrics-Report-May-2026.pdf
S006SSRS / Edison Research: Edison Research at SSRS AI User Metrics (Feb 2026 wave): Heard of AI platform2026-05-26https://ssrs.com/wp-content/uploads/SSRS-AI-User-Metrics-Report-May-2026.pdf
S007SSRS / Edison Research: Edison Research at SSRS AI User Metrics (May 2026 wave): Heard of AI platform2026-05-26https://ssrs.com/wp-content/uploads/SSRS-AI-User-Metrics-Report-May-2026.pdf
S015Reuters Institute for the Study of Journalism (fieldwork YouGov): Reuters Institute 'Generative AI and News Report 2025': Use each generative AI system weekly (2025-10https://reutersinstitute.politics.ox.ac.uk/sites/default/files/2025-10/Gen_AI_and_News_Report_2025.pdf
S021Tavern Research: Tavern Research poll on federal ban of Anthropic: Support Anthropic's refusal to remove safety restrictions2026-03-05https://www.tavernresearch.com/research-and-writings/voters-side-with-anthropic
S028The Argument: The Argument national poll (AI labs): Net favorability among those who know each company2026-08-03https://www.theargumentmag.com/p/chat-whats-the-publics-favorite-ai
S031YouGov: YouGov BrandIndex U.S. AI brand rankings 2026 (movers): Change in Preference, February to July 20262026-08-06https://yougov.com/en-us/articles/55292-us-ai-brand-rankings-report-2026
S054Stack Overflow: Stack Overflow Developer Survey 2025 (LLM models): LLM models used for development work in the past year (all respondents)2025-07-29https://survey.stackoverflow.co/2025/technology
S056Stack Overflow: Stack Overflow Developer Survey 2025 (LLM admired and desired): Admired (used and want to use again)2025-07-29https://survey.stackoverflow.co/2025/technology
S059Stack Overflow: Stack Overflow pulse survey on AI agents: Code assistants used in the last six months2026-05-27https://stackoverflow.blog/2026/05/27/agents-on-a-leash-agentic-ai-remains-mostly-monitored-at-work/
S065JetBrains: JetBrains Developer Ecosystem Survey 2026: AI coding tool used at work (OpenAI Codex vs Claude Code)2026-08-01https://blog.jetbrains.com/research/2026/08/ai-coding-agent-adoption-2026/