Independent third-party AI audits.

Reproducible methodology, signed evidence chains, and Daubert-tier output. For government auditors, ombudspersons, and civil-society organizations.

• → Model audits on demand — MIA ensemble + extraction probes + concept analysis
• → Methodology certification — IPLYR methods documented to peer-review standards
• → Reproducibility infrastructure — every audit ships with seed, parameter, and dataset hashes
• → Public-interest tier — discounted access for non-profits, regulators, academic researchers