🔍 Transparent Product Search Toolkit

A set of tools to analyze and rank product recommendations without ads or sponsored bias.

About This Project The Alpha product has experimental modules for: Review sentiment analysis (detecting fake/incentivized reviews) Price tracking (identifying inflated "discounts") Source reliability scoring (weighting blogs/forums like Reddit)

Why It Matters Modern product search is broken: 72% of first-page Google results are ads (SparkToro, 2023) 42% of Amazon reviews are unreliable (Fakespot)

These tools help developers: ✔️ Scrape ethically ✔️ Build alternatives to ad-driven platforms

Get Involved Contribute: PRs welcome for new data sources or analysis models. Learn More: Try the Lumigo (https://lumigo.ai) search engine for ad-free, transparent product recommendations.