Weekly data reports
AI Tools Sentiment Reports
Weekly data reports built from 1,047,132 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 March 9, 2026
Our weekly read on public online discussion covering tools and software, drawn from 4,522 relevant mentions, with Kling at the top and WooCommerce the steepest faller.
AI Tools and Software Sentiment Report: Week of March 2, 2026
A weekly look at aggregated public online discussion across tracked tools and software, with Obsidian topping the Pulse Score leaderboard and WooCommerce posting the steepest decline over the period.
AI Tools and Software Sentiment Report: Week of February 23, 2026
A weekly read on public online discussion across tracked tools and software, with Lovable on top and Attio posting the steepest decline of the period.
AI Tools and Software Sentiment Report: Week of February 16, 2026
A look at aggregated public online discussion across 66 ranked tools and software products, drawing on 3,805 relevant mentions for the week of February 16, 2026.
AI Tools and Software Sentiment Report: Week of February 9, 2026
Aggregated public discussion across 58 ranked products and 2,824 mentions shows Lovable on top at 71, Zilliz rising fastest, and bugs dominating complaint chatter.
AI Tools and Software Sentiment Report: Week of February 2, 2026
A look at aggregated public online discussion for the week of February 2, 2026, covering 2,571 relevant mentions across 57 ranked products, led by Lovable and a sharp turnaround for Surfshark.
AI Tools and Software Sentiment Report: Week of January 26, 2026
A weekly read on public online discussion across 54 ranked tools and software products, drawing on 2,163 relevant mentions. Lovable and Tresorit top the Pulse Scores while Surfshark posts the period's biggest rise.
AI Tools and Software Sentiment Report: Week of January 19, 2026
A look at aggregated public online discussion for the reporting week, covering 2,053 mentions across 52 eligible tools and software products, with Lovable and Tresorit topping the Pulse Score board.
AI Tools and Software Sentiment Report: Week of January 12, 2026
A weekly look at aggregated public online discussion for AI tools and software, covering 1,859 mentions analyzed for January 5 through January 12, 2026, with SaneBox topping the leaderboard.