Evidence rules we hold ourselves to
Reference material is only useful if you can tell where every number comes from. These are the rules.
Attribution
Every market figure is attributed inline to its source (e.g., IoT Analytics for market sizing and use-case shares). Figures we cannot attribute do not appear. Public company results (Renault, Georgia-Pacific) are cited as published.
Vendor-reported labeling
Results reported by vendors about their own deployments — including JEMBA's published scrap and energy figures — are always labeled vendor-reported and should be weighed as such. We do not convert vendor claims into unattributed facts.
Update cadence
Entries and the adoption report refresh on a quarterly cycle, aligned with the re-score cycle of our sister evaluation site. Material changes are dated.
- 2026-09-01 — Initial publication: 15 entries, 2026 Adoption Report (10 insights), use-case library, AI & jobs analysis.
Ownership & independence disclosure
ManufacturingML.com is published by TEEPTRAK SAS (Paris, France), which also operates JEMBA, an industrial-ML vendor. This site is educational reference, not a review site; when JEMBA appears it is as a labeled example with vendor-reported figures, under the same attribution rules as everyone else. Rubric-scored platform comparisons live on IndustrialProcessAI.com, where the same publisher relationship is disclosed alongside the scoring guardrails. No vendor pays for coverage on this site.
Every number on this site — in one sourced spreadsheet.
The $43.6B market math, use-case shares, adoption barriers and published deployment results, with the source column intact. Ready to paste straight into your business case.