Algorithmic underpayment is now a balance-sheet event.
Tokto gives the carrier CFO one record that ties every algorithmic decision, every adjuster prompt, every telematics SDK, and every rate filing to a state and a policyholder, ready for class certification valuation, AG enforcement, and reinsurer audit pricing.
A federal jury delivers a 37,000-policyholder verdict on algorithmic underpayment. Plaintiffs' counsel files in 19 other states the next morning. The reinsurer asks for an AI-decisioning audit at renewal and prices premium up. The state DOI asks for the model file. The CFO has to reconcile the loss reserve and the disclosure language in the same week.
What you get with Tokto
- Every algorithmic decision tied to a policyholder, an adjuster, a state filing, and a rate plan.
- A complete record for the state DOI, the AG, the NAIC, opposing counsel, and the reinsurer on the same evidence.
- Policy applied at the model: no algorithmic adjustment outside the rate filing, no SDK telemetry without consent.
- Defensibility under class certification, state DOI examination, AG enforcement, and reinsurer audit at once.
How it works
Tokto governs the AI surface of the carrier from the CFO's seat. Pricing models, telematics SDKs, claim-triage co-pilots, and adjuster prompts become records at the moment of decision. Loss reserves, disclosure language, and reinsurance treaties read off the same trail.
When 19 parallel cases follow an Arkansas verdict, when the Texas AG opens a TDPSA enforcement, when a reinsurer reprices on AI-decisioning risk, the CFO works the financials and the disclosures from one record. The reserve, the proxy, and the reinsurance renewal stay aligned.
What goes wrong without it
- An algorithmic adjustment outside the rate filing reaches a federal jury. Class certification follows in five other states. Loss reserve is unbookable.
- Telematics SDKs feed third-party models without consent capture. State AG enforcement reprices D&O renewal.
- Policyholder PII leaves the perimeter through a CRM voice-phishing attack. Notification, regulator interest, NAIC scrutiny.
- An ambient claim-listening tool records insureds without consent. CIPA, CMIA, and state UCL claims open with no documented controls.
In mid-2025, a federal jury in the Western District of Arkansas unanimously found State Farm breached its contract by paying total-loss claims based on an algorithmic valuation that subtracted a fabricated typical negotiation adjustment from comparable vehicle prices. The verdict covered 37,000 Arkansas policyholders. Parallel cases are now active in 19 other states.
See how Tokto makes enterprise AI visible, governed, and accountable for Finance in Insurance.
Book a demo