HotChili Analytics, LLC builds open-source tools that turn hours of video into structured, citable claim inventories — plus commercial dossiers for legal and brand-safety teams.
The first open-source multimodal pipeline for claim-by-claim verification of YouTube videos. Counter-intelligence pass hunts contradictory primary evidence. Runs locally with your own API keys.
HotChili Analytics
pip install verityngn
verityngn analyze "https://www.youtube.com/watch?v=VIDEO_ID"
# Local file (depositions, court video)
verityngn analyze --file clip.mp4 --title "Expert excerpt"Hosted verification with Deep Research, combined dossier PDFs, and professional delivery for teams that need citable claim inventories — not another creator tool.
Deposition clips, expert witness video, and discovery media turned into a claim inventory with uncertainty ledger and primary-source citations.
Pre-campaign verification of influencer and creator video for brand-safety teams and agencies reselling verification-as-a-service.
Gemini grounded forensic layer on top of every standard analysis — primary-source citations and an explicit “what we still don’t know” section.
Algorithmic investing signals — quantitative portfolios integrating data pipelines, fundamental analysis, and advanced AI techniques.
Leverage algorithmic portfolios from IRA long-term strategies to active market signals. Separate product line from VerityNgn.
Questions about VerityNgn OSS, VerityIndex pilots, or partnerships.