Every time I wanted to buy a tech gear, I'd do the same thing: read 5 expert reviews, watch 3 YouTube videos, scroll through Reddit threads, check Amazon ratings - then try to hold it all in my head and make a decision.

It worked. But it was 2 hours of my life per product.

So I built a pipeline that does exactly what I was doing, but faster, and without the existential doubt.

SetupScore pulls from expert sites, YouTube, Reddit, and Amazon for each product. It extracts ratings, runs sentiment analysis, flags where reviewers agree and where they clash, and outputs an editorial review page with a consensus score.

The Sony WH-1000XM5 review? 54 sources analyzed. 18 expert reviews, 6 videos, 11 Reddit threads. Cost: ~$3 in API calls. Time: 90 seconds.

The stack, for the curious:
Moonshot (Kimi) for high-volume NLP. Claude for the hard reasoning. Groq Whisper for video transcription. Brave Search for source discovery. Hugo for the site. One solo dev.