Personalization is now a regulated data flow, not a feature.
Tokto puts every prompt your personalization engines, support agents, merchandising teams, and vendor SaaS tools run, every model output that touches a customer or a transaction, under one auditable trail the FTC, the AG, the card brand, and the SOC 2 auditor can read.
An FTC civil investigative demand asks for the AI history behind a personalization decision that the complaint alleges produced disparate harm. Marketing, the data team, and the vendor have three different stories. The card brand has questions about cardholder data exposure.
- Every prompt and model output tied to a customer, a transaction, a channel, a model version, and a consent record.
- A single audit log that satisfies the FTC, the state AG, the card brand, the SOC 2 auditor, and the brand legal team on the same evidence.
- Policy at the prompt: PCI cardholder data, biometric IDs, loyalty PII, and competitor data blocked before tokens leave the boundary.
- Defensibility under FTC Section 5, state biometric laws, BIPA, PCI DSS, and CCPA at once.
- A facial-recognition deployment without reasonable safeguards. Rite Aid-class FTC ban for five years.
- An agentic support flow exfiltrates loyalty PII through a hidden prompt-injection vector. CamoLeak-class loss before anyone reads the log.
- A vendor personalization SaaS retains card data past contract terms. PCI fine plus card brand sanction.
- A biometric feature ships in a state with BIPA. The first class certifies on a single technical theory.
Tokto sits at the AI control plane of the retailer. Every personalization model, every support co-pilot, every merchandising assistant, every vendor-shared AI tool becomes a record at the moment of output. The record carries the customer, the channel, the transaction, the model, the consent in force, and the policy applied.
When the FTC opens a personalization inquiry, when an AG opens a BIPA case, when the card brand asks how cardholder data was governed in an agentic AI flow, the answer is one query against the system of record. The CISO controls one trail, not seven vendor dashboards.