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What to Put in a Private LLM RFP Before You Sign

Published 2 weeks, 4 days ago
Description

Signing a private LLM vendor agreement without the right RFP language is how companies end up locked into data topologies, logging schemas, and termination terms they never agreed to — they simply never required anything different. This episode of LLM.co walks procurement leaders, CISOs, and heads of AI through the six contractual line items that actually determine whether a private LLM deal is enforceable — drawing directly from the private LLM RFP requirements checklist published on LLM.co.

Here's what the episode covers:

  • Data and weight ownership: Five questions every RFP must force in writing — who owns training data, fine-tuned weights, and derived telemetry — with any hedge treated as disqualifying. Vendors who retain rights to derived weights will leverage that claim at renewal.
  • Air-gap and update mechanics: "Air-gapped deployment" is a marketing phrase until a vendor submits a network diagram covering every ingress and egress across install, inference, and patching. The episode details what a genuine offline deployment commitment looks like in writing, relevant to teams evaluating offline AI agents and air-gapped LLMs.
  • Audit log schemas: Logging "all activity" means nothing without a field-level specification. The episode walks through required fields at the request, agent, and administrative levels — all in structured JSON, streamed to the buyer's SIEM, with retention controlled by the buyer, not the vendor.
  • Red-team acceptance tests: Final payment should be gated on adversarial testing performed on the buyer's infrastructure against the buyer's data — anchored to the OWASP Top 10 for LLM Applications 2025 and the NIST Generative AI Profile (AI 600-1), with defined pass thresholds and re-test rights after every model or RAG index update. Teams managing ongoing risk may also want to look at LLM security audit and AI model review services.
  • Incident notification windows: Vendor default timelines routinely consume half a regulated buyer's compliance clock before the buyer even learns of an incident. The episode lays out the specific 24-hour discovery-to-notification requirement and why named breach coordinators and customer-led disclosure rights belong in the RFP.
  • Exit, escrow, and the kill clause: Assume the relationship ends. Source and weight escrow with a neutral third party, data portability across all fine-tuned artifacts and RAG indexes, and a defined kill clause triggered by acquisition, insolvency, or unpatched critical vulnerabilities are the three provisions every exit section needs.

For more on structuring the contract type itself — fixed-scope, managed appliance, or co-build — the related episode Fixed-Scope, Managed Appliance, or Co-Build: Picking the Right Private LLM Contract covers the trade-offs in depth.

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