Weekly data reports
AI Tools Sentiment Reports
Weekly data reports built from 1,251,390 relevant public mentions across 2280 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 December 8, 2025
Aggregated public discussion across 1,979 mentions for the week of December 8, 2025, with Claude Code leading on a 65 Pulse Score and Leonardo AI posting the steepest drop.

AI Tools and Software Sentiment Report: Week of December 1, 2025
Our weekly read on public online discussion covers 2,023 relevant mentions, with Claude Code and Veo topping the Pulse Scores and Replit posting the steepest decline.

AI Tools and Software Sentiment Report: Week of November 24, 2025
Our weekly read on aggregated public online discussion covers 1,905 relevant mentions, with AWeber topping the Pulse Score leaderboard and Flux posting the biggest rise.

AI Tools and Software Sentiment Report: Week of November 17, 2025
A weekly read on public online discussion across tracked AI tools and software, covering 1,845 mentions analyzed for November 10, 2025 through November 17, 2025.

AI Tools and Software Sentiment Report: Week of November 10, 2025
Aggregated public discussion for November 3, 2025 through November 10, 2025 shows Windsurf leading on a Pulse Score of 62, while Trello fell furthest and bug-related complaints dominated the conversation.

AI Tools and Software Sentiment Report: Week of November 3, 2025
Our weekly read on public online discussion across tools and software, covering 2,212 mentions analyzed for the week of November 3, 2025, with ElevenLabs leading and Trello falling fastest.

AI Tools and Software Sentiment Report: Week of October 27, 2025
A weekly read on public online discussion across tracked AI tools and software, covering 2,348 mentions analyzed for the week of October 27, 2025, with Veo and Aider topping the Pulse Score board.

AI Tools and Software Sentiment Report: Week of October 20, 2025
A weekly look at aggregated public discussion across 46 eligible tools and software products, drawn from 2,377 relevant mentions analyzed for the week of October 20, 2025.

AI Tools and Software Sentiment Report: Week of October 13, 2025
A look at aggregated public online discussion of AI tools and software for the week of October 13, 2025, drawn from 2,236 relevant mentions across 49 eligible products.