AI in client work is now a firm-wide risk you have to quantify.
Tokto gives the firm's risk and compliance officer one record that ties every AI-assisted deliverable, every consultant prompt, and every client data flow to an engagement, a partner, and a verification step, ready for the client, the regulator, the indemnifying carrier, and the risk committee.
A government client demands a refund over AI-fabricated citations. Two enterprise clients invoke their AI-indemnification clauses the same quarter. The risk committee asks the CRO for the firm-wide AI exposure and the controls behind it. The answer is three practice areas with three different standards and no shared record.
- Every AI-assisted output scored and recorded against an engagement, a partner, a client, a deliverable, and a verification step.
- A single evidence layer that the client, the regulator, the carrier, and the risk committee read against the same record.
- Policy enforced at the prompt: no AI text in a deliverable without verification, no client data to a model without a contract.
- AI risk that is measured by practice, controlled at the prompt, and attestable to the partnership.
- AI-assisted citations are never verified. The first control test is a government refund demand.
- A client invokes its AI-indemnification clause. The firm cannot produce the per-prompt record the clause requires.
- Two practice areas run different AI standards. The inconsistency is the finding.
- The carrier asks how AI risk is controlled at renewal. The CRO has a policy, not evidence.
Tokto turns AI exposure across the firm into a single managed risk. Every consultant co-pilot, every research model, every AI-assisted draft becomes a scored record tied to the engagement, the partner, the client, and the verification that did or did not happen. The risk function sees exposure by practice, by partner, by client.
When a client demands a refund, when a regulator opens an inquiry on a public-sector deliverable, when the carrier asks for AI-control disclosure at renewal, the answer is one query against the system of record. The CRO reports AI exposure firm-wide instead of discovering it engagement by engagement.