Preferred SolutionsIndependent product intelligenceEdition 01 · 2026

Guide · Business · AI Tools

AI workflow evaluation worksheet

Measure accepted output, review time, risk, and repeated-use cost.

Last reviewed August 17, 2026Applies to 3 reviewed AI platforms

Buyer's guide

How to choose AI software by job, not hype

Name the repeated job

Start with a workflow that happens often, has a clear owner, and produces an output you can review. ‘Use AI’ is not a requirement; draft five campaign variants, analyze support data, or build an internal intake app is.

Decide how much control the job needs

General assistants are flexible. Specialist platforms trade some breadth for brand rules, audience context, deployment, or workflow governance. The more contributors and customer-facing output involved, the more those controls matter.

Measure usable output

Track time to an acceptable result, review effort, factual error rate, and the cost of repeated use. A fast first draft that needs a full rewrite is not automation—it is an expensive warm-up act.

Red flags

  • No owner for reviewing output
  • Sensitive data copied into an unapproved workspace
  • Credit costs tested only on toy prompts
  • A specialist platform bought before the repeated workflow exists

The bottom line

ChatGPT Business leads our default weighting, and the ranked comparison on the category hub lets you re-weight the criteria around your own priorities before you commit.