Use a Task-Based Scorecard to Evaluate AI Vendors

A vendor trial and purchasing decision sheet for a practical business AI workflow, with steps, an acceptance test, and a reusable prompt.

By Dr. Connor Robertson · Published October 24, 2026 · Implementation playbook

Deliverable: A vendor trial and purchasing decision sheet. Use this playbook when your team needs a repeatable operating decision with evidence that another person can inspect.

The business situation

A team choosing between tools for an approved document extraction workflow. This is an illustrative scenario, not a reported client result. Start with a small approved sample and the actual constraints of your team.

The operating approach

Compare vendors on the same task, source set, expected outputs, and operating constraints. Record observed trial results separately from sales claims and unknown contractual terms.

Build it step by step

  1. Write must-have requirements before viewing demos.
  2. Run identical approved examples and exception cases.
  3. Measure accepted quality, reviewer effort, integration fit, and full cost.
  4. Confirm access controls, export options, support, and exit requirements.

A concrete acceptance test

One vendor wins a polished demo but cannot export source references required by reviewers. Mark the must-have as failed rather than compensating with attractive optional features.

Record the input, expected behavior, actual result, reviewer, and version tested. Repeat this case after a prompt, source, model, or integration change. Include the cases that failed in the next regression run.

The mistake to avoid

A weighted score can hide a failed essential requirement. Apply must-have gates before ranking the remaining options.

A reusable working prompt

Create a vendor scorecard for this task with must-have gates, weighted preferences, test evidence, unknowns, total-cost inputs, and an exit plan. Keep sales claims separate from observed results.

Replace general descriptions with your approved process details. The prompt helps prepare an artifact; the process owner verifies the finished result before it changes a live workflow.

What to keep in the handoff

Save the accepted a vendor trial and purchasing decision sheet, its source versions, test evidence, unresolved questions, and a named owner. Set a review trigger tied to a meaningful business change, rather than leaving the pilot without maintenance.

Continue implementation

Explore AI Content Operations and Team Rollout or contact Dr. Connor Robertson about your business workflow.