NIkhil Sai

Vigil AI - Autonomous API threat detection with explainable AI decision

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Your API is being scraped right now. Vigil AI catches it before your users do. Autonomous threat detection, explainable decisions, 3 lines to integrate.

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NIkhil Sai
Maker
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Hey Product Hunt! šŸ‘‹ I'm Nikhilsai, a 1st year CS student from Chennai, India. I built Vigil AI because I was studying SOC/SIEM systems and realized — why do enterprise security tools cost $250+/GB/day and still give you zero explanation for why something was blocked? So I built the version I wished existed. Vigil AI runs 4 AI agents in a continuous loop — Monitor, Detect, Decide, Respond. What makes it different: → Every decision comes with a full reasoning trace → Per-API-key behavioral memory that learns over time → Confidence-weighted fusion (ambiguous signals abstain) → Integrates into FastAPI or Express in 3 lines → Free vs Splunk at $250-400/GB/day Built entirely in Python. Open source on GitHub. Would love feedback from the PH community — especially anyone who's dealt with API scraping or bot abuse on their own projects. Happy to answer anything! šŸš€