04 · AWS AIdeas, Global Top 50 of 10,000+ · 2026
TruthLayer
LLM applications fail quietly: confident, fluent, wrong. TruthLayer sits between the model and the user and intercepts hallucinations before they ship.
Global Top 50 finalist in AWS AIdeas out of more than 10,000 submissions, featured in the official AWS Builder publication.
FIVE-SIGNAL ENGINE · PRECISION 95.33% ON 300 ADVERSARIAL CLAIMS
Five signals, one verdict
A deterministic five-signal engine checks each claim for internal consistency, grounding, numeric plausibility, temporal validity, and source support. No single signal decides. The ensemble does, with every signal's contribution visible.
95.33% precision across 300 adversarial cases built specifically to produce fluent falsehoods.
Serverless to the bone
Lambda, API Gateway, DynamoDB, Bedrock. No servers to patch, no idle burn. At 50K verifications a month the infrastructure bill is $1.50.
The whole pipeline deploys through AWS SAM in one command.