Generative AI Risk Audit
Independent pre-deployment evaluation for LLMs and foundation models operating in regulated or liability-bearing environments.
- Hallucination and bias assessment
- Failure mode documentation
- Board-ready risk evidence
Behind every AI decision is a person who will live with the outcome: a patient, a student, a citizen, a customer. TERA makes sure that moment rests on evidence, not hope.
Independent research, engineering, and AI assurance for organizations and institutions that need claims, risks, uncertainty, and human responsibility to remain explicit.
Can every claim be traced to evidence?
Claims remain tied to evidence, assumptions, provenance, and limitations.
Choose the shortest path to the work that matches your need.
Independent evaluation for systems where evidence quality, reliability, uncertainty, and accountability matter.
Independent pre-deployment evaluation for LLMs and foundation models operating in regulated or liability-bearing environments.
Pre-deployment safety reviews for clinical AI systems where misclassification carries direct patient risk.
Explainable natural-language processing with uncertainty quantification designed for high-stakes text classification.
Independent pre-deployment risk review for regulated or high-stakes AI systems. We do not optimize models. We determine whether deployment is defensible.
A documented go, conditional-go, or no-go recommendation supported by explicit risk controls and audit-ready evidence.
Core mathematical, evaluation, systems, and inspection methods used to build and assess trustworthy systems.
Bayesian reasoning, causal analysis, uncertainty quantification, and mathematical diagnostics.
Calibration, failure-mode analysis, data-quality assessment, and robustness testing.
Evidence-governed systems designed around traceability, reproducibility, and bounded claims.
Attribution, trace analysis, counterfactual methods, and model-behavior inspection.
Human capability, document assurance, mathematics, and scientific systems. Each product has one clear role on this homepage.
How people and institutions can gain from AI without surrendering independent capability, judgment, evidence, or accountability.
Explore the bookHuman-controlled signing, TERA Evidence Seal, and TrustPDF verification with a preserved evidence timeline.
Explore TERA SignatureDeterministic mathematics learning designed to strengthen independent reasoning through authored practice, detailed solutions, and verifiable checking.
Explore TERA Math 12Rigorous advanced and graduate mathematics through theory, proofs, visualization, exercises, and research pathways.
Explore Tera Math ScholarDeterministic PM2.5 episode interpretation using EPA-certified monitoring data with principled abstention when evidence is insufficient.
Explore TEITERA is the operating foundation for how TeraSystemsAI researches, builds, evaluates, and communicates consequential systems.
Claims remain tied to evidence, assumptions, provenance, and limitations.
Complexity is justified by measurable value rather than added for its own sake.
Systems are designed around reproducibility, defined operating boundaries, and observable failure modes.
Human authority, responsibility, and decision ownership remain explicit.
TeraSystemsAI LLC welcomes research funding, institutional partnerships, sponsored research, and controlled pilot collaborations.
Discuss a Partnership