Readiness becomes visible through records.
Good AI PracticeAI use-case statement
Keep this as a named evidence object for Good AI Practice: source basis, owner, status, review question, and update trigger should be visible before reuse.
Context-of-use record
Keep this as a named evidence object for Good AI Practice: source basis, owner, status, review question, and update trigger should be visible before reuse.
Data provenance file
Keep this as a named evidence object for Good AI Practice: source basis, owner, status, review question, and update trigger should be visible before reuse.
Bias/representativeness review
Keep this as a named evidence object for Good AI Practice: source basis, owner, status, review question, and update trigger should be visible before reuse.
Model development record
Keep this as a named evidence object for Good AI Practice: source basis, owner, status, review question, and update trigger should be visible before reuse.
Validation protocol and report
Keep this as a named evidence object for Good AI Practice: source basis, owner, status, review question, and update trigger should be visible before reuse.
Human review boundary
Keep this as a named evidence object for Good AI Practice: source basis, owner, status, review question, and update trigger should be visible before reuse.
Transparency statement
Keep this as a named evidence object for Good AI Practice: source basis, owner, status, review question, and update trigger should be visible before reuse.
Monitoring plan
Keep this as a named evidence object for Good AI Practice: source basis, owner, status, review question, and update trigger should be visible before reuse.
Change and retirement record
Keep this as a named evidence object for Good AI Practice: source basis, owner, status, review question, and update trigger should be visible before reuse.
Each object needs review before reuse.
question bankAI use-case statement
Ask: who owns it, what source does it trace to, what evidence exists, what is missing, and what should not be claimed?
Context-of-use record
Ask: who owns it, what source does it trace to, what evidence exists, what is missing, and what should not be claimed?
Data provenance file
Ask: who owns it, what source does it trace to, what evidence exists, what is missing, and what should not be claimed?
Bias/representativeness review
Ask: who owns it, what source does it trace to, what evidence exists, what is missing, and what should not be claimed?
Model development record
Ask: who owns it, what source does it trace to, what evidence exists, what is missing, and what should not be claimed?
Validation protocol and report
Ask: who owns it, what source does it trace to, what evidence exists, what is missing, and what should not be claimed?
Human review boundary
Ask: who owns it, what source does it trace to, what evidence exists, what is missing, and what should not be claimed?
Transparency statement
Ask: who owns it, what source does it trace to, what evidence exists, what is missing, and what should not be claimed?
Current public sources for Good AI Practice.
official firstThese links are the public source anchors for this workspace. Interpretation, checklists, and future assets should point back here before being reused outside iFeed.
FDA guiding principles for Good AI Practice in drug development
2026-01-14 · FDA page for common Good AI Practice principles in drug development.
EMA and FDA common AI principles news
2026-01-14 · EU-facing publication context for the common principles.
EMA/HMA AI in medicinal product lifecycle
2024-09-30 · Broader medicinal-product lifecycle reflection layer for AI use and governance.
FDA/Health Canada/MHRA GMLP principles
2021-10-27 · Ten guiding principles for Good Machine Learning Practice for medical device development.