Enterprise AI Evaluation Checklist

Executive perspective

Before signing, an enterprise AI evaluation checklist should require concrete evidence at each stage of the process, not a single final review. What exactly should you test, ask and require? Six gates, each with its own pass criteria, applied in sequence rather than compressed into a single approval meeting.

Most failed AI procurements do not fail because the wrong vendor was chosen. They fail because a required check was skipped under deadline pressure, and the gap surfaced only after the contract was signed.

This article lays out those six gates in order, with the specific questions each one requires a vendor to answer before you move to the next.

Business context

A national utility signed an AI vendor contract after a strong proof of concept, only to discover during rollout that the security review had been treated as a formality rather than a real gate. The resulting remediation delayed deployment by eight months.

A hospital network, by contrast, refused to move to contract negotiation until every gate had been formally signed off by its designated owner — legal, security, integration, finance and operations each confirmed independently. The process took longer up front and produced zero surprises during rollout.

Gates exist to slow down the moments where speed is most tempting and most dangerous: right after a good demo, and right before a budget deadline.

The core insight

A checklist you can skip under deadline pressure is not a checklist. It is a suggestion.

The value of a procurement gate is not the questions it contains. It is the fact that the process cannot legitimately continue until those questions are answered by someone with authority to say no.

The Six-Gate Procurement Checklist

Each gate below must be formally closed, with a named owner, before proceeding to the next. No gate should be closed on the strength of a vendor's assurance alone.

Gate 1: Business case

Require a written statement of the specific business problem, the measurable outcome expected, and the cost of doing nothing. Ask the vendor: which of our stated outcomes have you delivered for a comparable organization, and can we speak to that reference directly?

Gate 2: Proof of value design

Define success criteria and a time limit before the pilot begins, not after. Ask the vendor: what does your platform do differently in a real pilot with our data versus a demo with sample data?

Gate 3: Security and compliance review

Require independent review of data handling, model training practices and access controls. Ask the vendor: is our data ever used to train models shared with other customers, and can this be excluded contractually?

Gate 4: Integration verification

Test the actual connection to your core systems, not a sandbox equivalent. Ask the vendor: which of our specific systems of record have you integrated with previously, in production, at comparable scale?

Gate 5: Commercial and exit terms

Review pricing at full projected scale, not pilot volume, and confirm data portability on exit. Ask the vendor: if we terminate in year two, what data and configuration do we retain, and in what format?

Gate 6: Adoption plan

Confirm a named plan for training, change management and internal ownership before go-live. Ask the vendor: what does your support model look like six months after go-live, once the deployment team has moved on?

What this looks like in practice

A bank's security team used Gate 3 to reject a vendor's default data-training terms, requiring a contractual amendment before proceeding — a change the vendor readily made once asked directly.

A manufacturer's Gate 4 integration test uncovered a six-week data-mapping gap that the vendor's sales team had not disclosed, allowing the timeline to be corrected before signing rather than after.

A public-sector agency used Gate 5 to negotiate a data-portability clause that later proved essential when it changed vendors during a subsequent renewal cycle.

Executive checklist

• Does every gate have a single named, accountable owner?
• Has Gate 1's business case been written down with a measurable outcome, not a general aspiration?
• Was the proof of value tested against our own data, not vendor sample data?
• Has security reviewed model training practices specifically, not just general data security?
• Has integration been tested against our actual systems of record?
• Do we have a written data-portability and exit clause before signing, not after?
• Is there a named adoption plan for the period after the vendor's deployment team leaves?
• Could any gate have been closed on the vendor's word alone? If so, it was not closed.

Key takeaways

• Use six sequential gates, each with a named owner, rather than one final review meeting.
• No gate should close on a vendor's assurance alone — require evidence.
• Security and integration gates catch the problems most likely to surface after go-live.
• Commercial and exit terms deserve the same rigor as the technical evaluation.
• A checklist that can be skipped under deadline pressure provides no real protection.

Continue reading

With the contract terms in hand, the final commercial decision is usually deployment model — explored in Cloud vs On-Prem AI, next in the Buyer's Guide category.