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Every AI disclosure is now an SEC document.

Tokto gives the CFO of a bank, bureau, or capital markets firm one record that ties every AI capability, every disclosure, and every model output to a date, a policy, and a person, before it lands in the 10-K.

What keeps you up at night

It is the morning of the earnings call. A reporter asks how the AI feature in your consumer app handles disputed credit decisions. The CFO does not have a clean answer. By Wednesday the CFPB has opened an inquiry, the D&O carrier has flagged the AI disclosure language, and outside counsel is asking for an attributable record of every model output that touched a consumer file in the last six quarters. There is no record.

What you get with Tokto

How it works

Tokto sits between your AI systems and your filings. Every disclosed AI feature, from a chatbot that explains a credit denial to a model summary on a wealth dashboard, is captured as a record at the moment it produces output. The record contains the prompt, the policy applied, the model version, the human reviewer if any, the consumer or account it touched, and the disclosure language that was active at that time. It is the same record the regulator asks for and the same record the auditor signs.

When the SEC, the CFPB, or the prudential regulator asks how the AI feature you described in your 10-K actually behaved last quarter, the answer is one query against the system of record. The CFO sees the same view as the General Counsel, the Chief Risk Officer, and the bureau examiner. The disclosure stops being a writing exercise and starts being a query.

What goes wrong without it

The CFPB announced a $15M civil penalty consent order against Equifax in January 2025 for failing to investigate consumer disputes, allowing previously deleted inaccuracies to be reinserted, and using flawed software code that produced inaccurate credit scores. The order required an FCRA compliance overhaul. In the same window, Bloomberg News issued at least 36 corrections to AI-generated bullet-point summaries by late March 2025, and Snap settled a securities class action for $65M over allegations it misled investors about how Apple's App Tracking Transparency would impact its AI-powered ad-targeting business. Three different regulators, one quarter, one shape of evidence.

See how Tokto makes enterprise AI visible, governed, and accountable for Finance in Banking.

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