Independent evaluations of industrial AI & ML platforms · published rubric · updated September 1, 2026
IndustrialProcessAI
Free tool

The Buyer's Scorecard: score your shortlist like we score ours

A one-sheet Excel scorecard with the six rubric criteria, fixed weights and a weighted total — built to be filled in during vendor demos and reference calls.

We'll follow up once about your evaluation — from JEMBA, part of the TeepTrak group that publishes this site (see disclosure). No newsletter, no spam.

Done — your scorecard is ready.

Download the Scorecard (.xlsx)

Pair it with the published rubric and the 2026 rankings.

What's inside

  • The six criteria that predict industrial-AI success, with fixed weights (time-to-value and ML explainability at 20% each)
  • Score three vendors side-by-side, 1–5, with an automatic weighted total
  • "What good looks like" guidance per criterion — the questions to ask in demos
  • Red-flag list: the three answers that should end a vendor conversation