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 May 11, 2026
A weekly read on public online discussion of AI tools and software, drawn from 7,934 mentions analyzed. Koala AI tops the leaderboard while Superhuman posts the biggest rise and Akamai the steepest fall.

AI Tools and Software Sentiment Report: Week of May 4, 2026
A weekly read on public online discussion of AI tools and software, covering 7,582 mentions with Turborepo on top and Snowflake the biggest riser.

AI Tools and Software Sentiment Report: Week of April 27, 2026
Our weekly read on public online discussion across tracked tools and software, covering 7,340 mentions analyzed for the week ending April 27, 2026. Turborepo tops the leaderboard while Snowflake posts the biggest rise.

AI Tools and Software Sentiment Report: Week of April 20, 2026
A look at aggregated public online discussion for the week of April 20, 2026, where Luma AI led the Pulse Score rankings and bug and reliability complaints dominated the conversation across 7,017 analyzed mentions.

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.