StandardFlow, Inc. has released an AI platform that checks engineering documentation against technical standards, with additive manufacturing as its first focus. The software identifies compliance gaps and produces assessments linked back to source documents for aerospace, maritime, medical and defense manufacturers. CEO Michael Molitch-Hou says the company is building “the missing qualification layer that sits between engineering evidence and standards authority.”
StandardFlow frames the problem as proof, not printing. Qualified AM parts are often held up while teams map material certificates, build reports and inspection records to standards, customer specifications and regulations. That work has been largely manual, relies on senior engineers and tends to expose missing evidence late in the cycle.
The analysis engine pairs automated consistency checks with contextual AI to assess evidence against individual requirements within each standard. It flags missing documentation, conflicting specifications and outdated revisions. Each finding comes with source citations, confidence indicators and recommended corrective actions. The system also marks compliance determinations that lack supporting evidence, and engineers keep final approval.
StandardFlow tested the platform on a fictional naval support-bracket project, running synthetic documentation against five U.S. military standards. It found conflicting material specifications, inconsistent engineering revisions and inspection equipment used 37 days after its calibration had expired. The resulting 146-page report tied each issue to specific standards requirements and proposed fixes.
The platform includes a library of publicly accessible standards, and users can upload their own. StandardFlow says it is in active talks with standards development organizations about licensing standards that are not publicly accessible. The company, a spin-out of South Korean venture-building studio WeeklyVentures, has also invited standards organizations and certification bodies to discuss partnerships. New users get free introductory analysis credits at standardflow.io, while higher-volume analysis, custom standards and collaborative qualification workflows are available on request.
