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Gecko Mindshare

Open Mindshare Arena

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
Reddit 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).