AI in client deliverables is now an indemnification reserve.
Tokto gives the consulting-firm CFO one record that ties every AI-assisted deliverable, every consultant prompt, every model output, and every client data flow to an engagement and a partner, ready for client indemnification, professional-liability defense, and regulator inquiry.
A government client demands a partial refund on an AI-fabricated report. Two enterprise clients invoke their AI-indemnification clauses the next quarter. The carrier asks for AI-control disclosure at renewal. The CFO has to reconcile professional-liability reserves with what the engagement record actually shows.
- Every model output tied to an engagement, a partner, a client, a deliverable, and a model version.
- A complete record for the client GC, the client regulator, the indemnifying carrier, and the firm's general counsel.
- Policy applied at the prompt: no AI text in a client deliverable without verification, no client data to a model without contract.
- Defensibility under client indemnification, professional-liability claim, regulator inquiry, and reputational review at once.
- An AI-assisted compliance report ships with fabricated citations to a government client. Refund demand, partial restatement, press cycle.
- An enterprise client invokes its AI-indemnification clause. The firm cannot produce the per-prompt record the clause requires.
- Client data flows into a model without a current data-processing agreement. A regulated client opens a privacy inquiry, carrier reprices.
- Two practice areas ship AI co-pilots with inconsistent standards. Reputational review reaches the management committee.
Tokto governs AI across every consultant co-pilot, every internal LLM tool, and every AI-assisted research workflow the firm ships into a client engagement. Each prompt becomes a record tied to the engagement, the partner, the client, and the verification step. Indemnification reserves, carrier renewals, and disclosure language all read off the same trail.
When a government client demands a refund, when an enterprise client invokes an AI-indemnification clause, when a regulator opens an inquiry, the CFO answers reserves and disclosures out of one query.