AI in a client deliverable is now an indemnification clause in litigation.
Tokto gives the firm's General Counsel 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 and a corrected report after AI-fabricated citations are found in a compliance deliverable. The press calls it a sector wake-up call. Two enterprise clients invoke their AI-indemnification clause the next quarter. The General Counsel asks for a per-prompt record across three engagements at once. Three different practice areas, three different answers.
- 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, press cycle, sector wake-up call.
- 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.
- Two practice areas ship AI co-pilots with inconsistent disclosure standards. The same partner is exposed under both client agreements.
Tokto sits across every consultant co-pilot, every internal LLM tool, and every AI-assisted research workflow the firm ships into a client engagement. Each prompt is a record tied to the engagement, the partner, the client, and the verification step. Citations and source documents are stamped at the moment of generation.
When a government client demands a refund on AI-fabricated content, when an enterprise client invokes an AI-indemnification clause, when a regulator opens an inquiry on a public-sector deliverable, the General Counsel works one defense theory across all three.