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Query 38 empirical AI market charts, evaluate distribution defensibility, and search 3,650+ VCs.
Query empirical frontier LLM release velocity, inference token deflation, and enterprise AI spend.
Search and retrieve time-series data across 38 empirical AI adoption and venture research charts.
Search 3,650+ institutional venture capital firms and 13,000+ partners by stage, sector, and HQ.
Evaluate startup distribution moat defensibility (Tier 1-5) and pre-seed valuation dispersion.
23.8% of US firms used AI in the latest two-week survey, up from 17.3% 10 months earlier..
61% of Americans aged 18–29 use ChatGPT; Claude reaches 6% of all adults. Query full empirical.
66% of developers use AI coding assistants, but only 48% trust AI output they can validate, a.
Among US employees who use AI, 63% say it makes them faster but only 46% say it raises.
Qwen3.8-Max rates within 30 Arena points of Claude Opus 5.5 for 3.3× less per output token..
Of 13 model launches from 23 Sept 2026 to 3 Oct 2026, 9 opened an API on day one, 7 of them.
14 labs launched 50 named AI models from 6 Jul 2026 to 27 Sept 2026. Alibaba's Qwen team led.
86% of surveyed Claude users say AI makes them faster and 82% say it widens what they can do..
Anthropic's SDK went from 34% to 97% of the OpenAI SDK's weekly npm downloads in 46 weeks. It.
Anthropic holds 8 of the Arena top 20, Google 7 and OpenAI 0. In Apr 2025 OpenAI held 9 and.
Google leads the Arena again; Anthropic trails by 22 points and OpenAI by 62. Query full.
Anthropic has 7 of the top 10 creative writing models and Google 3. Meta's muse-spark-1.2.
14 models are statistically tied for #1 in Arena math, spanning 49 points. 4 are Flash models.
Anthropic builds 14 of the Arena's top 50 models and OpenAI builds 5. But 44% of US adults use.
Google holds #1 in 6 of 8 Arena categories; Anthropic in 2. OpenAI has no category in the top.
claude-opus-4-6-high leads Arena coding at 1535. Anthropic has held #1 for 280 days, but Z.ai.
OpenAI's models hold 17.9% of all 12.3M Arena votes and none of the top 20 seats. Anthropic's.
ChatGPT reports 900M weekly users (Feb 2026). Gemini reports 950M monthly (Jul 2026), 2.4× its.
qwen3.8-max trails claude-fable-5.1-max by 27 points. Over the past year the gap has stayed.
On 11 Sept 2026, Claude's best model rates 40 points above OpenAI's and 16 above Gemini's..
Since Jan 2024, Google's models have been #1 on Arena for 227 of 1003 days, third among labs.
54.8% of Americans aged 18–64 used generative AI outside work in Q2 2026, up from 36.0% in Q3.
Since Jan 2025, Arena's #1 spot has changed hands 16 times. Half of the finished reigns lasted.
Arena rates 399 text models from 52 labs, up from 10 models in May 2023. Yet only 5 labs hold.
LangChain's share of weekly npm framework downloads fell from 32% to 19% in 46 weeks, while.
OpenAI's headline model fell from $30 to $2 per million input tokens since Jun 2023: 93% in.
The gap between Arena's #1 and #10 models fell from 148 points in Feb 2024 to 18. #10 now wins.
claude-opus-4-5-20251101-high-32k is #49 overall but #14 in coding. gpt-5.6-terra-xhigh is #52.
The MCP SDK had 52.3M npm downloads in the week of 24 Aug, 1.3× the OpenAI SDK and more than.
On npm, Ollama's client fell from 27 to 6.6 downloads per 1,000 cloud lab SDK downloads in 46.
The best open model trails the best closed model by 42 Arena points. In a blind vote it would.
Of 51 named model launches since 6 Jul 2026, 22 stated their weights: 18 closed, 4 open. All.
Open weights briefly beat every proprietary model in early 2025 (deepseek-r1); today the best.
OpenAI was the #1 lab on Arena for 95% of 2024. On 25 Sept 2026 it ranks 8th among labs, and.
Between 31 Aug–6 Sep and 25 Sep–1 Oct, anthropic's PyPI downloads grew 25% and openai's 14%,.
The top 10% of pre-seed AI startups command 3.4x higher valuations ($28.0M vs $8.2M) than.
The Vercel AI SDK fell from 31 to 23 weekly downloads per 100 downloads of the OpenAI,.
Audio and speech made 11 of 59 named model launches since 6 Jul 2026, from 6 labs. In the.
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Search institutional seed venture capital firms, partner profiles, and valuation benchmarks on.
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