Question 1

What is the Gecko Mindshare Index (GMI)?

Accepted Answer

The Gecko Mindshare Index tracks what percentage of total AI attention each model, agent, company, and person commands across Reddit, Twitter/X, Hacker News, GitHub, arXiv, and news outlets. A GMI of 92 means the entity is in the elite tier of attention. All weights are published at /mindshare/methodology.

Question 2

What is the Pulse Score?

Accepted Answer

The Pulse Score measures overall AI ecosystem attention on a 0-100 scale. The current reading is 78/100 (rising), up 12 points over the past week. Higher scores indicate more total conversation volume and engagement across all tracked sources.

Question 3

Which AI model has the most mindshare right now?

Accepted Answer

GPT-5 Chat leads with 18.5% of total model mindshare. The biggest 7-day gainer is Claude Mythos Preview (+520bps), while GPT-5 Chat saw the largest decline (-340bps).

Question 4

How is mindshare different from benchmarks?

Accepted Answer

Mindshare measures attention and conversation volume. Benchmarks measure technical performance. The Hype vs Reality chart overlays both to show which models are overhyped (high attention, lower scores), underrated (strong scores, low attention), or have deserved recognition (both high).

Question 5

What does the attention premium mean for companies?

Accepted Answer

The attention premium compares a company's share of AI mindshare to its share of AI market cap. A premium above 1.0 means the company gets more attention than its economic size warrants (overexposed). Below 1.0 means it flies under the radar relative to its value.

Question 6

How much mindshare do open-source models have?

Accepted Answer

Open-source models (DeepSeek, Qwen, Llama, Yi, Falcon, and others) collectively hold 18.3% of total model mindshare. This share has been growing steadily as community fine-tunes and local deployment drive sustained interest.

Question 7

What sources does Gecko Mindshare track?

Accepted Answer

Gecko Mindshare aggregates signals from 6 sources: Reddit (r/LocalLLaMA, r/MachineLearning), Twitter/X, Hacker News, GitHub (stars, forks, issues), arXiv (papers, citations), and tech news outlets. Each source is weighted by signal quality and lead/lag characteristics.

Question 8

How often is mindshare data updated?

Accepted Answer

Mindshare scores are updated daily from public signal sources. The Pulse Score, Weather Report, and Power Rankings refresh each day. Historical snapshots are stored weekly for trend analysis.

Agent Mindshare · Tracked

Agent GMI Leaderboard

GitHub Stars Velocity

Developer Choice Index

Agent Mindshare FAQ

Mindshare

Agents

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