RFP.co

Before you commit to a proposal AI platform, the demo is the easy part — the contract is where the real risk lives. This episode walks through the vendor questions that separate a smart procurement decision from a costly mistake.

Show Notes

Signing a multi-year deal with a proposal AI vendor feels straightforward after a smooth demo — until the contract details reveal what you didn't ask. This episode draws on the RFP.co guide to vetting proposal AI vendors to map the diligence questions that matter most in the window between "deal looks done" and ink on paper. If your entire content library, win themes, and past performance records live inside a vendor's platform, the cost of a poorly negotiated agreement isn't just a bad renewal conversation — it's months of potential disruption mid-pursuit.

The episode organizes the conversation around four high-stakes areas, covering what to press vendors on — and what to insist on in writing:

  • Data ownership and privacy: Who controls your inputs, outputs, and uploaded documents — and whether the contract explicitly prohibits vendors (and their model subprocessors) from using them for training or fine-tuning.
  • Retention and deletion commitments: Why vague language like "per our standard policy" isn't enough, and what specific contractual protections — including post-termination deletion certificates — actually look like.
  • Model behavior and hallucination liability: How to evaluate whether a vendor's document intelligence grounds generated content in your actual library, and how to clarify who bears responsibility when an AI-drafted passage cites the wrong clause or invents a credential you don't hold.
  • Consumption-based pricing surprises: Why retry logic, retrieval augmentation, and context window overhead can add 40–60% on top of headline token costs — and why proposal work is especially prone to billing spikes when a solicitation drops.
  • Real-time usage visibility: Why a consumption dashboard with per-user, per-project alerting should be a procurement requirement negotiated before signature, not a feature request after the first unexpected invoice.
  • Exit terms and data portability: What a clean offboarding looks like — including full library exports with taxonomy, tags, version history, and author attribution — and why a data escrow clause matters if a vendor is acquired or shuts down.

The episode also touches on how response automation workflows compound these risks: multi-step features like compliance matrix generation can be difficult to meter, making it essential to understand exactly what constitutes a billable unit before you're locked in. For more on separating procurement decisions from pursuit decisions, the episode The Compliance Matrix Is Not a Checklist — It's a Writing Blueprint is a strong companion listen.

RFP.co

What is RFP.co?

Procurement discovery and proposal automation, from both sides of the table. Finding the right opportunities, qualifying out early and without regret, building a reusable answer library, pricing decisions, and the operational discipline that turns responses from heroics into a repeatable process.

Each episode takes one part of the cycle — a bid/no-bid call, a compliance matrix, a debrief worth requesting — and works it through practically. Written for capture managers, proposal teams and the small companies competing against much larger ones. Five or six minutes an episode.

Topics include bid/no-bid decisions, opportunity discovery and filtering, compliance matrices, reusable answer libraries, pricing and win themes, past performance narratives, debriefs worth requesting, and competing against much larger incumbents.

Produced by RFP.co, procurement discovery and proposal automation. Full details, services and further reading at https://rfp.co