Gecko Mindshare
The Mindshare Arena tracks which AI models, agents, companies, and people own the developer conversation. Pulse Score: 78/100 (rising).
Data Sources
Mindshare signals are aggregated weekly from six channels:
| Source | What's Tracked |
|---|---|
| r/MachineLearning, r/LocalLLaMA, r/ChatGPT, r/artificial, and other AI subreddits | |
| Hacker News | AI-related submissions, comments, and upvote velocity |
| GitHub | Stars, forks, issues, discussions, commit activity |
| arXiv | Paper uploads, citations, and download counts |
| X/Twitter | Developer and researcher discussions |
| News | Tech media coverage volume and sentiment |
Entity Categories
| Tab | Count | What's Tracked |
|---|---|---|
| Models | 30 | Share of voice per model (e.g., GPT-5 Chat 18.5%) |
| Agents | 15 | Agent adoption and discussion volume |
| Companies | 25 | Company-level attention (OpenAI, Anthropic, Google, etc.) |
| People | 13 | Key figures in AI (researchers, founders, policymakers) |
| Topics | 10 | Trending themes (safety, open source, regulation, scaling) |
How Share of Voice Works
Share of voice is the percentage of total AI-related mentions across all tracked channels. A model with 18.5% share accounts for 18.5% of all AI model mentions.
Trends show basis point changes over 7 days: - +520bps means the entity gained 5.2 percentage points of share - -340bps means it lost 3.4 percentage points
The BenchGecko homepage shows the Mindshare Arena as a treemap visualization where tile size represents share of voice and color indicates 7-day trend direction (green = rising, red = falling).
Mindshare Pulse
The Mindshare Pulse (currently 78/100) measures narrative energy distribution. A high pulse means attention is spread across many entities (healthy ecosystem). A low pulse means one or two entities dominate the conversation (concentrated risk).
Related Pages
- Model Rankings -- benchmark performance vs attention
- AI Economy -- fundamentals vs narrative
- Agent Leaderboard -- agent adoption signals
- Changelog -- events driving mindshare shifts
- BenchGecko API