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Procurement Red Flags When Buying AI Tools

Procurement Red Flags When Buying AI Tools
Published 25 August 2026Last reviewed 25 August 20266 min readBy Simon Steggles· Fractional AI Director
Who this is for:UK SME owners and public sector leaders evaluating AI vendors before signing a contract.

TL;DR

Most AI procurement disasters start in the sales meeting, not the contract. If you know what to listen for, you can spot the risk before you ever see a term sheet. Here is what actually matters when you are the one signing.

Key takeaways

  • If a vendor cannot produce a SOC 2 report or a data processing agreement without delay, stop the process there.
  • A refusal to run a paid-for-real pilot on your own data tells you more than any demo.
  • Contract clauses on data portability, sub-processor changes and model deprecation decide what happens when you want to leave. Read them before you sign, not after.
  • Benchmark numbers in a slide deck mean nothing until they are written into the contract as representations.
  • Ask directly whether the product uses machine learning or is a rules engine with an AI label on it. Some are, and you are paying AI prices for the difference.

Every AI vendor pitch sounds the same. Speed, accuracy, transformation. None of that tells you whether the product will still work, or still be affordable, in eighteen months. The warning signs sit in specific places: the demo, the data questions, and the contract clauses nobody reads past page three.

The Sales Pitch Tells You More Than the Contract

Ask the vendor to explain, in plain terms, how the product actually learns and improves. I have seen SMEs pay AI-tier prices for what is, underneath, a set of if-then rules built a decade ago and rebranded. If the answer comes back full of jargon and no substance, that is your answer.

Ask where the benchmark numbers in the deck come from. A statistic with no primary source behind it, dressed up with a logo from a trade press feature, is marketing, not evidence. If a number matters to your decision, insist it gets written into the contract as a representation, not left sitting in a slide nobody can hold the vendor to.

Ask what happens when you want a pilot. Two weeks, your own data, a fixed and reasonable cost. A vendor confident in their product agrees to this without a fight. A vendor who refuses, or who wants full contract value for a trial, is protecting themselves from what a real test would show you.

The Contract Clauses That Trap You Later

Standard SaaS contracts were not built for AI. Clauses on data ownership, liability and audit rights assume a static product. An AI tool does not stay static; the model gets retrained, updated, sometimes replaced entirely, and your contract needs to say what happens when it does.

Check data portability first. Can you get your data out in a usable format if you leave, or does the contract only promise reasonable efforts? Reasonable efforts clauses have cost SMEs weeks of unpaid consultancy time during a forced migration.

Check what happens if the vendor deprecates the model you originally bought. Some contracts let a vendor swap the underlying model with no notice and no credit for any drop in performance. Others require notice and a proportional refund if the replacement underperforms. Know which one you are signing before you need to find out the hard way.

Check the sub-processor clause. Many AI vendors route your data through third-party infrastructure and model providers you have never heard of. If the contract lets them add sub-processors without your consent, your data protection obligations become someone else's decision, not yours.

Data and Security Questions You Ask Before, Not After

Ask directly: is our data used to train your models for other clients? If the answer is anything other than a clear no, or a clear opt-out you control, treat that as a live risk to your IP and your customers' data, not a technicality to sort out later.

Ask for the SOC 2 report, or equivalent, and the data processing agreement at the point of the first serious conversation. If the answer is 'we are working on it' or 'we can send that after signature,' you are being asked to sign first and find out what you agreed to second. Do not.

Ask how the vendor handles prompt injection and adversarial inputs, especially if the tool will touch customer-facing systems. Most vendors have never been asked this. Their answer, or their silence, tells you how seriously they take security once you are past the marketing page.

What to Do Before Your Next AI Purchase

Before you shortlist a vendor, write down the three or four things that would make you walk away, and hold every vendor to them the same way. Do not let a good demo lower your standard for the contract.

Put your procurement lead, or a lawyer who understands data contracts, in the room before signature, not after a problem surfaces. The cost of an hour's contract review is smaller than the cost of an unplanned migration eighteen months in.

If you want a working checklist to run your next AI purchase against, use our procurement resource for this. It is the difference between finding a lock-in clause now, or finding it the day you try to leave.

About the author

Simon Steggles - Fractional AI Director

Simon helps UK SMEs and councils put AI to work safely. Royal Navy 1984–90 (Cat 3 PV at the time, now superseded by DV); current NPPV3 Police vetting for public-sector work; ISACA AI Governance certified. Based in Birmingham. £300K+ recovered for councils, 43% cost reduction in manufacturing, zero data-protection incidents across every engagement.

More about Simon

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