Google tells you what exists. Faceabot tells you what holds up.
Seed and pre-seed VC funds actively deploying now, from SEC Form D filings and news signals.
MCP endpoint :https://smbntzxlkblbmfqhqayo.supabase.co/functions/v1/mcp · website · measurements and detailsThe top 10% of pre-seed AI startups command 3.4x higher valuations ($28.0M vs $8.2M) than.
MCP endpoint :https://modevc.com/api/mcp/chart-pre-seed-valuation-dispersion · website · measurements and detailsEvaluate startup distribution moat defensibility (Tier 1-5) and pre-seed valuation dispersion.
MCP endpoint :https://modevc.com/api/mcp/benchmarks · website · measurements and detailsSearch institutional pre-seed venture capital firms, partner profiles, and valuation.
MCP endpoint :https://modevc.com/api/mcp/stage-pre-seed · website · measurements and detailsOn 11 Sept 2026, Claude's best model rates 40 points above OpenAI's and 16 above Gemini's..
MCP endpoint :https://modevc.com/api/mcp/chart-claude-vs-chatgpt-leaderboard · website · measurements and detailsSearch institutional seed venture capital firms, partner profiles, and valuation benchmarks on.
MCP endpoint :https://modevc.com/api/mcp/stage-seed · website · measurements and detailsQuery 38 empirical AI market charts, evaluate distribution defensibility, and search 3,650+ VCs.
MCP endpoint :https://modevc.com/api/mcp · website · measurements and detailsOpen weights briefly beat every proprietary model in early 2025 (deepseek-r1); today the best.
MCP endpoint :https://modevc.com/api/mcp/chart-open-weights-vs-proprietary-arena-gap · website · measurements and detailsSearch institutional series-b venture capital firms, partner profiles, and valuation.
MCP endpoint :https://modevc.com/api/mcp/stage-series-b · website · measurements and detailsSearch institutional series-a venture capital firms, partner profiles, and valuation.
MCP endpoint :https://modevc.com/api/mcp/stage-series-a · website · measurements and detailsOf 51 named model launches since 6 Jul 2026, 22 stated their weights: 18 closed, 4 open. All.
MCP endpoint :https://modevc.com/api/mcp/chart-open-weight-models-2026 · website · measurements and detailsAudio and speech made 11 of 59 named model launches since 6 Jul 2026, from 6 labs. In the.
MCP endpoint :https://modevc.com/api/mcp/chart-voice-ai-models-2026 · website · measurements and details14 labs launched 50 named AI models from 6 Jul 2026 to 27 Sept 2026. Alibaba's Qwen team led.
MCP endpoint :https://modevc.com/api/mcp/chart-ai-model-releases-2026 · website · measurements and detailsThe gap between Arena's #1 and #10 models fell from 148 points in Feb 2024 to 18. #10 now wins.
MCP endpoint :https://modevc.com/api/mcp/chart-llm-leaderboard-top-10-gap · website · measurements and detailsAnthropic holds 8 of the Arena top 20, Google 7 and OpenAI 0. In Apr 2025 OpenAI held 9 and.
MCP endpoint :https://modevc.com/api/mcp/chart-anthropic-vs-openai-vs-google-arena-top-20 · website · measurements and detailsSince Jan 2025, Arena's #1 spot has changed hands 16 times. Half of the finished reigns lasted.
MCP endpoint :https://modevc.com/api/mcp/chart-how-long-number-one-ai-model-stays-on-top · website · measurements and detailsSearch and retrieve time-series data across 38 empirical AI adoption and venture research charts.
MCP endpoint :https://modevc.com/api/mcp/charts · website · measurements and detailsChatGPT reports 900M weekly users (Feb 2026). Gemini reports 950M monthly (Jul 2026), 2.4× its.
MCP endpoint :https://modevc.com/api/mcp/chart-chatgpt-vs-gemini-vs-meta-ai-users · website · measurements and detailsOf 13 model launches from 23 Sept 2026 to 3 Oct 2026, 9 opened an API on day one, 7 of them.
MCP endpoint :https://modevc.com/api/mcp/chart-ai-model-launch-strategy · website · measurements and detailsAnthropic has 7 of the top 10 creative writing models and Google 3. Meta's muse-spark-1.2.
MCP endpoint :https://modevc.com/api/mcp/chart-best-ai-for-creative-writing · website · measurements and detailsAI agents: all of this is available without keys over MCP https://faceabot.com/api/mcp · HTTP https://faceabot.com/api/catalog?q=… · Guide : llms.txt
Best tool by topic · Pulse: what is changing in agent commerce · Is your store ready for AI shopping agents? · State of MCP (weekly) · MCP server doctor · Reliability data · Faceabot app · Faceabot → AI assistants · What AI agents cannot find yet · Add Faceabot to your AI · Badge for tool publishers · Help · Privacy · Terms