Enigma Labs.

official-recordsource_actorProject Blue Book

Mobile app + data platform converting unstructured UAP reports into structured, queryable fields; runs ML anomaly-scoring over 270k-400k+ citizen/military reports, plus a RAG query layer.

Enigma Labs (founded 2020, NYC; seed-VC funded) bills itself as the largest searchable, scored UAP database in the world. Its engineering thesis is moving witness narrative from unstructured to structured data at submission (timestamp, witness count, shape) and embedding camera metadata. ML applications include multivariate anomaly scoring, Llama3 title generation, a drone-vs-UAP computer-vision classifier, and a Chroma-backed RAG/self-query + multimodal (Blip2/Whisper) retrieval system. The database functions as an instrument; 'finding the veritably unidentifiable' is a methodology claim, not a confirmed detection. Founder publicly 'Alex Smith,' reported to be a pseudonym for Alice Lloyd George.

Connected entities

California High-Report Cluster.MUFON CMS (Mutual UFO Network - Case Management System).NewsNation investigation.NUFORC (National UFO Reporting Center) database.The anecdote-vs-instrumented-data gap.UAP databases-as-instruments (data-mining pipeline).UAP Task Force (UAPTF).United Kingdom Report Cluster.