Building a Sentiment Analysis Dashboard: Comparing Claude Code vs Codex Through Reddit Developer Feedback
By
waprin
Toasted golden, schmeared with insight. Top of the rack.
Summary
The author built a sentiment analysis dashboard comparing Claude Code and Codex by scraping hundreds of Reddit comments from developers discussing their real-world experiences with both AI coding assistants. The dashboard visualizes sentiment data (weighted and unweighted by upvotes) across categories like speed and problem-solving, providing insights beyond traditional benchmarks by capturing actual developer opinions from community discussions.
Key quotes
· 3 pulledMost benchmarks tell us how AI coding models perform in carefully constructed scenarios. But they don't tell us what developers actually think when they use these tools every day.
That gap is why I built a Reddit sentiment analysis dashboard to see how real engineers compare Claude Code vs Codex in the wild.
I scraped hundreds of Reddit comments that compare Claude Code and Codex, and used Claude Haiku to build a sentiment analysis dashboard.
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