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Data-grounded guides on AI tools, software, and growing an online business.

Sentiment reports and analysis

Data stories and reports generated from live community tracking

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AI Tools and Software Sentiment: June 2026 in Review
Sentiment ReportsJuly 1, 2026

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.

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What Community Chatter Reveals About AI Video Tools
AnalysisJuly 1, 2026

What Community Chatter Reveals About AI Video Tools

A look at aggregated community sentiment across six AI video tools for June 8 to 15, 2026, where reliability worries met genuine enthusiasm across 161 mentions.

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AI Tools and Software Sentiment Report: Week of June 29, 2026
Sentiment ReportsJune 29, 2026

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.

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AI Tools and Software Sentiment Report: Week of June 22, 2026
Sentiment ReportsJune 22, 2026

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.

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AI Tools and Software Sentiment Report: Week of June 15, 2026
Sentiment ReportsJune 16, 2026

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.

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What Community Chatter Says About Coding Tools Now
AnalysisJune 15, 2026

What Community Chatter Says About Coding Tools Now

Aggregated community sentiment from June 8 to June 15, 2026 shows Claude Code leading developer buzz while reliability complaints weigh on several coding tools.

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AI Tools and Software Sentiment Report: Week of June 8, 2026
Sentiment ReportsJune 9, 2026

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.

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AI Tools and Software Sentiment Report: Week of June 1, 2026
Sentiment ReportsJune 1, 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.

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AI Tools and Software Sentiment Report: Week of May 25, 2026
Sentiment ReportsMay 25, 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.

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Product comparisons

Head-to-head reports comparing Pulse Scores and public sentiment

From the blog

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How to Get High Quality Backlinks and Drive Traffic

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softwareMarch 1, 2025

14 Best Password Managers in 2025

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