AI is now a control surface, whatever business you secure.

Tokto puts every prompt your teams and vendor AI agents run, every model output that touches regulated data or a customer, under one auditable trail the auditor, the regulator, and the customer's CISO can read.

What you get with Tokto

• Every prompt and model output tied to a user, a system, a data classification, a model version, and a session.
• A single audit log that satisfies the SOC 2 auditor, the regulator, and the customer's CISO on the same evidence.
• Policy at the prompt: regulated data, credentials, and customer identifiers blocked before tokens leave the boundary.
• Air-gapped or on-prem deployment available. Sensitive data never has to leave the perimeter.

How it works

Tokto sits at the AI control plane of the organization. Every co-pilot, every embedded agent, every vendor-shared AI tool becomes a record at the moment of output. The record carries the user, the system, the data classification, the model version, and the policy in force.

When a CVE lands on an embedded AI agent, when an auditor asks how data was governed, when a customer's CISO asks for the trail, the answer is one query against the system of record. The CISO controls one trail, not five vendor dashboards.

What goes wrong without it

• A zero-click prompt-injection bypasses an AI agent. Secrets exfiltrate before anyone reads the log.
• A CVE in an embedded agent exposes customer data. The CISO cannot scope the blast radius.
• An employee pastes regulated data into a public model. The exposure is found after the fact.
• A vendor AI tool retains data past the contract. There is no record to produce.