UMEQAM

Most LLM guardrails ask: Is this toxic? UMEQAM asks: How much can you trust this answer? Runtime epistemic risk engine for AI in medicine, law, finance, and mental health. Per-response, per-domain verdict: PASS / REVIEW / FAIL. 87.5% accuracy on standard benchmark. 100% on mental health. GPT-4o + DeepSeek ensemble. EU AI Act aligned. Built-in PII redaction. Live API. No setup. $200-500/mo pilot.