Weekly data reports
AI Tools Sentiment Reports
Weekly data reports built from 998 relevant public mentions across 1829 tracked AI tools and software products. Pulse Scores, biggest movers, and the themes driving the conversation.
What is in every report
The week's Pulse Score leaderboard, biggest risers and fallers, tone composition, category shifts, and the praise and complaint themes behind the moves, with sample sizes disclosed.
Where the data comes from
Public community discussion, currently Hacker News and YouTube review comments, collected continuously and classified for relevance and tone. Aggregated chatter, not statements of fact.
Need deeper data
Single-tool reports, competitive deep dives, and full data licenses are available as paid engagements. See report tiers.
Reports publish weekly
Each report is generated from our live tracking archive after the week closes. The first editions are in production now. Meanwhile, the live data is already browsable on the Pulse Dashboard.