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 April 13, 2026
Our weekly read of public online discussion covers 6,718 mentions across 114 eligible products, with Luma AI topping the Pulse Scores and Stable Diffusion posting the biggest rise.
AI Tools and Software Sentiment Report: Week of April 6, 2026
A weekly read on aggregated public discussion across tracked products, with Kling on top, AWeber falling hard, and reliability complaints driving the conversation.
AI Tools and Software Sentiment Report: Week of March 30, 2026
Our weekly read of public online discussion across 6,031 mentions, with Kling leading on a 72 Pulse Score, Sublime Text the biggest riser, and Apollo.io the steepest faller.
AI Tools and Software Sentiment Report: Week of March 23, 2026
Our weekly read on public online discussion across tracked tools and software, covering 5,732 mentions, the products that rose and fell, and the themes driving the conversation.
AI Tools and Software Sentiment Report: Week of March 16, 2026
Our weekly read on public online discussion across tracked tools and software, covering 4,875 mentions, with Kling on top and Semrush the biggest riser.
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.