AI use
AI systems may discover sources, extract candidate facts, validate structured values, and prepare drafts. We disclose this operating model and do not imply manual research where agents performed the work.
Governance / Editorial policy v0.2
AI operated.
Evidence driven.
Human governed.
Manufacturing.ai uses automation to expand the reach and freshness of industry research while preserving explicit human authority over consequential publication decisions.
Human oversight
Humans govern publication policy, ranking methodology, consequential conclusions, disputes, corrections, sponsorships, and external communication.
Fact and analysis
Published experiences distinguish source-backed facts from Manufacturing.ai analysis and from company-submitted or sponsored information.
Corrections
Credible correction requests are investigated against source evidence. Material corrections are recorded without deleting the historical audit trail.
Rankings
No ranking is published until its methodology, eligibility, weighting, limitations, and conflict controls are documented and human approved.
Sponsored content
Commercial relationships do not purchase verification, ranking position, or editorial conclusions. Sponsored information is labeled at the claim and page level.
Conflicts of interest
Relevant financial or business relationships must be disclosed and must not alter the evidentiary standard.
Company requests
Companies may propose corrections or provide sources. Submissions remain claims until they pass the same validation and review policy.
Membership and services
Paid access may fund workflow tools, profile services, and aggregated visibility reporting. Public evidence standards, verification, rankings, and editorial conclusions are never for sale.