Organization and AI-system lifecycle
NIST AI RMF 1.0
Risk management functions and outcomes · Trustworthiness and organizational risk practice
- Govern
- Map
- Measure
- Manage
Instrument comparison
Similar words can hide different authority, scope, and consequences. The framework gives unlike instruments a common map: which object each acts on, at what level, with what binding force, and what it leaves unresolved.
| Instrument | Force | Family | Acts on | Level | Editorial caution |
|---|---|---|---|---|---|
| NIST AI RMF 1.0 NIST · Public technical framework | voluntary | Risk frameworks | SafeguardsInstitutions | Corporate | A framework for practice, not a substitute for legal duties or rights analysis. It acts on safeguards and internal institutions; it does not change external incentives by itself. |
| OECD AI Principles OECD · Intergovernmental recommendation | recommendatory | International institutions | InstitutionsIncentives | International | Broad policy orientation whose meaning depends on domestic implementation. Its incentive effect runs through adherent governments, not directly on firms. |
| UNESCO AI Ethics Recommendation UNESCO · Intergovernmental recommendation | recommendatory | Rights frameworks | InstitutionsSafeguards | International | Its breadth is a feature; implementation still requires institutional translation into named safeguards. |
| EU Artificial Intelligence Act European Union · Regulation | binding | Laws | SafeguardsInstitutionsIncentivesInfrastructures | Regional | Obligations and application dates vary by provision; always verify the current legal text and implementation timeline. It acts on incentives through liability exposure and market access, and on infrastructure by using a training-compute threshold as the trigger for systemic-risk obligations on general-purpose model providers (source-level reading of Article 51; passage review pending). |
| Council of Europe Framework Convention on AI Council of Europe · International treaty (CETS No. 225) | binding | Treaties | InstitutionsSafeguards | International | Binding only for parties for which it has entered into force, and largely framed as obligations on states to adopt measures. Verify signature, ratification, and entry-into-force status before relying on it; the overview page, not the treaty text, was reviewed. |
| OMB M-25-22 AI acquisition memo US Office of Management and Budget · Executive branch policy memorandum | binding | Procurement | IncentivesSafeguards | National | Binding on federal agencies, not on the market at large. It works through purchasing power: what vendors must accept to sell to government. |
| EU Product Liability Directive European Union · EU directive, transposed into national law | binding | Liability | Incentives | Regional | Applies from 9 December 2026. It does not set design rules; it changes incentives by assigning the cost of defects. |
| IndiaAI Mission Government of India · Cabinet-approved spending programme | voluntary | Public investment and infrastructure policy | InfrastructuresIncentives | National | A funding programme rather than a rule: participation is voluntary. It acts on who can build AI by changing access to infrastructure. |
| Canada Directive on Automated Decision-Making Treasury Board of Canada Secretariat · Treasury Board policy instrument | binding | Audits and evaluations | SafeguardsInstitutions | National | Binds federal departments only. Also in the GovSpec gold set, so its requirements can be traced clause by clause there. |
| ISO/IEC 42001 AI management system ISO and IEC · International consensus standard | voluntary | Standards | InstitutionsSafeguards | International | Voluntary unless a contract or regulator requires it. Certification shows a process exists, not that a given system is safe. |
Instrument families and the objects they act on
From the framework: what each family of instrument contributes, and which object it primarily acts on. A family missing from the register above is a gap in this prototype, not in the field.
Risk frameworks1 in register
Help identify and manage harms through repeatable organizational practice.
SafeguardsInstitutions
Laws1 in register
Establish enforceable duties and boundaries, and the authorities that supervise them.
SafeguardsInstitutionsIncentives
Treaties1 in register
Bind parties to shared obligations across borders once ratified and in force.
InstitutionsSafeguards
Standards1 in register
Convert expectations into repeatable technical or organizational requirements.
Safeguards
Audits and evaluations1 in register
Produce evidence, and depend on the capacity to test.
SafeguardsInfrastructures
Procurement1 in register
Changes incentives and market access through the terms of public purchasing.
IncentivesInstitutions
Liability1 in register
Assigns consequences, so it changes what actors document, test, and release.
Incentives
Public investment and infrastructure policy1 in register
Shape capability and access: compute, data, energy, talent, and public digital infrastructure.
InfrastructuresIncentives
International institutions1 in register
Coordinate across borders, share assessment, and address representation.
InstitutionsIncentives
Rights frameworks1 in register
Constrain what governance may legitimately permit.
InstitutionsSafeguards
Organization and AI-system lifecycle
Risk management functions and outcomes · Trustworthiness and organizational risk practice
International policy and AI actors
Values-based principles and policy recommendations · Trustworthy AI, democratic values, and interoperable policy
Global public policy
Values, principles, and policy action areas · Human dignity, rights, social and environmental well-being
EU market and regulated uses
Risk categories, regulated actors, systems, and models · Market rules, safety, fundamental rights, and innovation
Parties' activities within the lifecycle of AI systems
Obligations of parties, principles, remedies, and procedural safeguards · Human rights, democracy, and the rule of law
Federal executive agency AI contracts
Contract terms and solicitations · Competitive markets, data protection and performance
Products placed on the EU market, including software
Defective products and the damage they cause · Compensation for harm
National AI ecosystem
Public funds for compute, data, models and skills · Access and domestic capability
Federal government automated decisions
Automated decision systems and their impact level · Administrative fairness and transparency
Any organization that develops, provides or uses AI
Organizational management system · Repeatable governance practice and certification