Empirica is gated epistemic measurement and calibration software for any AI.

AI generates conclusions faster than humans can verify them. That measurement gap is where Empirica runs calibration: we measure what an AI actually knows and doesn't know, grounded against deterministic external services, and a Sentinel clears it to act only once it's genuinely ready.

Others ship agents; Empirica gives you the possibility to build practitioners. A practitioner knows what it knows and what it doesn't, works around the clock, and asks for oversight instead of retrying blindly. Your people move up to oversight and control while the practitioner does the work. Your team is not replaced, it moves up.

What we measure: 13 calibrated vectors covering confidence, coherence, confabulation pressure, sycophantic drift, and epistemic dependency, validated across millions of observations.

How we gate: the Sentinel reads the vectors against domain-aware thresholds and decides - permit, halt to investigate, or hand to a human. Thresholds scale with domain criticality.

What Empirica enables:
- Learning: the AI accumulates lessons that load when needed
- Understanding: AI that proves it understands before acting
- Compliance: EU AI Act, GDPR, ISO 42001, NIST AI RMF, ISO 25010 mapped
- Auditability: full reasoning chains from source to decision
- Sovereignty: data stays local, patterns shared only by opt-in

Open-core: MIT core at github.com/EmpiricaAI/empirica, enterprise intelligence layer on top. Peer-reviewable research at zenodo.org/records/18838643.

Every company using AI is climbing a mountain it cannot see. AI does not fail loudly, it fails convincingly. Empirica is the climbing system: the map, the instruments, and the guide that reads the AI's knowledge state and decides when you proceed.

If you can't measure it, you can't trust it.

Vienna, Austria. Currently raising our pre-seed round.
www.getempirica.com · sales@getempirica.com

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