GMLP.
GMLP is a process framework, not a pass/fail line: it names functions, categories and controls an organisation must operate. Planisphere binds each control to a measurement, so the evidence record shows the control is not just documented but exercised — distinctness · drift · coherence scored against the named subcategory.
Reviewed 2026-07-08
What this is.
Use. Good Machine Learning Practice · 10 lifecycle principles.
Register. 09 · Compliance controls — one of the 17 registers of the PLANiSPHERE corpus library.
See it work.
Planisphere measures your tool deployment against GMLP and seals the result into a signed, Merkle-rooted evidence record. The grade recomputes on your own hardware; the model state never crosses the boundary.
Promise. compliance
GMLP is a process framework, not a pass/fail line: it names functions, categories and controls an organisation must operate. Planisphere binds each control to a measurement, so the evidence record shows the control is not just documented but exercised — distinctness · drift · coherence scored against the named subcategory.
Answers: How does Planisphere produce evidence for GMLP?
Questions this answers.
Where this framework's evidence lives.
GMLP (Good Machine Learning Practice · 10 lifecycle principles) asks for an evidence record: GMLP is a process framework, not a pass/fail line: it names functions, categories and controls an organisation must operate. Read the related evidence spine product context at /evidence.
ISO/IEC 42001 · Annex A reg 09 · 9 control topics · ~42 AIMS controls · the auditable surface ISO/IEC 42001 reg 09 · international AI management system standard DoW RAI S&IP reg 09 · Responsible · Equitable · Traceable · Reliable · Governable NIST 800-53 · AU reg 09 · Audit & Accountability control family · maps to the evidence record NIST 800-53 · CA reg 09 · Assess/Authorize/Monitor family · maps to the re-run cadenceSibling marks. Compliance controls
For each vertical.
GMLP for defense AI workflow
NIST AI RMF · DoW RAI · OMB M-25-21 Open the pageGMLP for clinical AI workflow
HHS §1557 · HIPAA · FDA PCCP Open the pageGMLP for legal AI workflow
FRE 702 · ABA Model Rules Open the pageGMLP for tutor and grader workflow
Title VI · FERPA · §504 / IDEA Open the pageSee the record GMLP asks for.
The console shows the evidence; the docs show the endpoints; the briefing shows what the product does and does not claim.