Weekly data reports
AI Tools Sentiment Reports
Weekly data reports built from 1,043,923 relevant public mentions across 2248 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.

AI Tools and Software Sentiment Report: Week of July 6, 2026
A look at aggregated public online discussion across tracked tools and software, with 11,524 mentions analyzed. Safari MCP Server led the Pulse Score board while Descript posted the biggest gain.

AI Tools and Software Sentiment: June 2026 in Review
A monthly review of public online discussion across tracked AI tools and software, drawing on 37,683 mentions. Koala AI led the Pulse Scores, Polygraph rose the most, and Murf fell furthest.

AI Tools and Software Sentiment Report: Week of June 29, 2026
A weekly read on public online discussion across tools and software, covering 13,559 mentions. Minimus tops the Pulse Scores while Polygraph posts the biggest rise.

AI Tools and Software Sentiment Report: Week of June 22, 2026
Our weekly read on public online discussion across tracked tools and software, covering 15,127 mentions, with Minimus leading and Robinhood posting the steepest drop.

AI Tools and Software Sentiment Report: Week of June 15, 2026
Our weekly read on public online discussion across tracked AI tools and software, covering 14,472 mentions, with Leonardo AI on top and bugs dominating complaints.

AI Tools and Software Sentiment Report: Week of June 8, 2026
A weekly read on public online discussion across tracked tools and software, drawing on 13,601 mentions analyzed for June 1, 2026 through June 8, 2026.

AI Tools and Software Sentiment Report: Week of June 1, 2026
A weekly read on aggregated public discussion across tracked tools and software, covering 11,225 mentions and 141 ranked products for the week of June 1, 2026.

AI Tools and Software Sentiment Report: Week of May 25, 2026
A weekly read on aggregated public discussion of AI tools and software, covering 9,471 mentions across 134 ranked products, with GetResponse on top and Turborepo the biggest faller.

AI Tools and Software Sentiment Report: Week of May 18, 2026
Our weekly read of public online discussion across tracked AI tools and software, covering 8,631 mentions analyzed for the week of May 18, 2026.