AI in a client deliverable is now an indemnification event.
Tokto records every model output, every consultant prompt, every vendor data flow, and every client-facing AI feature against the engagement, the partner, the client, and the deliverable, ready for the client GC, the regulator, and the indemnification clause.
A government client demands a partial refund and a corrected report after AI-fabricated citations are found in a compliance deliverable. The CISO has a vendor-risk register but no per-prompt trail. The same week, two enterprise clients invoke their AI-indemnification clause and a Big Four competitor publishes a case study on how it answers the same question.
What you get with Tokto
- 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.
How it works
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 becomes a record tied to the engagement, the partner, the client, and the verification step. Citations, source documents, and model versions 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 record is the same record. The CISO answers the partner and the client GC out of the same query.
What goes wrong without it
- An AI-assisted compliance report ships with fabricated citations. Client demands a refund. Press picks it up as a sector wake-up call.
- An enterprise client invokes its AI-indemnification clause on a deliverable. 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.
- A practice ships AI co-pilots without firm-wide policy enforcement. Two partners are exposed to inconsistent disclosure standards in the same quarter.
In October 2025, Deloitte Australia faced public scrutiny after producing an Australian-government welfare-compliance report containing fabricated citations and quotes generated by AI. Deloitte agreed to a partial refund and corrected the report. The episode is now treated as a wake-up call for AI use in professional-services deliverables to government.
See how Tokto makes enterprise AI visible, governed, and accountable for Security & Technology in Consulting.
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