Reasoning Audit
An add-on that sits between your AI customer support, underwriting, or claims model and the regulator, capturing what the model was actually thinking so every decision can be defended in plain English.
Compliance and risk officers at banks, insurers, and lenders using AI in customer-facing decisions
- Reasoning capture for every AI-generated decision, stored as a tamper-evident audit log
- Plain-language explanation generator that turns the model's hidden reasoning into a regulator-ready paragraph
- Confidence flagging: surfaces every answer the model itself marked as uncertain, before a human signs off
- Exportable audit packets for examiner requests, with the full reasoning trace attached
The capability exposed by open-open-reasoning — recovering hidden chain-of-thought — has direct value for any regulated firm that can't currently answer "why did the AI do that"
BIS/FSI, Backbase, and TechBullion all describe AI explainability as a now-binding regulatory baseline in banking/insurance, with EU AI Act high-risk rules applying to credit scoring and insurance underwriting by 2026.Banking AI Explainability Is Now a Regulatory Requirement—Are Banks Ready? ↗AI Banking Compliance Frameworks: What Banks Need in 2026 ↗Managing explanations: how regulators can address AI explainability (BIS FSI) ↗
Crowded incumbent landscape: Fiddler AI, Arize AI, Arthur AI, WhyLabs all market dedicated explainability/observability platforms, and MRM software (top 10+ vendors) already covers model validation and audit trails for regulated firms.Arize vs Fiddler vs Arthur: Best AI Monitoring Platform Comparison 2026 ↗Top 10 Model Risk Management Software: Features, Pros, Cons & Comparison ↗Fiddler AI vs Arize AI (2026): Honest Comparison ↗
Compliance/risk buyers are classic enterprise SaaS spenders; MRM and AI observability tools command six-figure annual contracts and compliance officers have budget authority, though competition puts downward pressure on price.Arize AI vs Fiddler AI (2026): Pricing & Features ↗Best AI Auditing Services | 2026 Rankings ↗
Multi-year regulatory tailwind: EU AI Act high-risk obligations phased through 2026–2028, US SR 11-7 / OCC model risk guidance unchanged, and explainability mandates only tighten over time — unlikely to be a fad.EU AI Act Compliance Timeline: Every Deadline from 2024 to 2028 ↗Credit Scoring AI: EU AI Act High-Risk Guide — GLACIS ↗
Intercepting and logging LLM I/O is technically straightforward and the open-open-reasoning CoT-recovery trick (only ~117 stars) is niche and model-specific, so differentiating purely on recovered hidden reasoning is hard — would need to compete on full audit-trail UX and regulatory mappings rather than the CoT-recovery novelty alone.