Trust / AI governance
Governancemechanisms,mappedtoframeworkexpectations
Most AI governance frameworks ask for the same handful of things in different vocabularies. This page maps what the platform does onto what they ask for.
Commonexpectationsandsupportingmechanisms
Framework-neutral, because the underlying expectations converge even where the terminology does not.
| Expectation | Supporting mechanism | What you still have to do |
|---|---|---|
| Inventory of AI systems | Registered agents and models with owners, purposes and mandates | Decide scope and keep ownership current |
| Risk classification | Risk level per workflow, driving approval and evidence depth | Define the classification scheme for your context |
| Human oversight | Approval routing by object ownership, with the case assembled and reasoning recorded | Staff the oversight roles with people who can exercise them |
| Data governance | Access-aware retrieval, scoped permissions, lineage and residency enforcement | Establish lawful basis and retention policy |
| Technical documentation | Versioned policies, mappings, prompts and model registrations with change history | Assemble and maintain the documentation set |
| Record keeping | Evidence records per decision, including model and policy version in force | Set retention periods and review cadence |
| Accuracy and robustness | Task-specific evaluation suites and regression tests as lifecycle gates | Define acceptable thresholds for your use cases |
| Transparency to affected people | Recorded reasoning and citations that can be surfaced in your own processes | Decide what is disclosed, to whom, and how |
| Incident handling | Detection, kill switches, evidence for investigation, degradation behaviour | Own the process and any notification obligations |
NeuroCluster supports controls relevant to this framework. Whether a particular deployment meets a particular obligation depends on how it is configured, operated and documented, so a deployment-specific assessment remains required. Nothing on this page is legal advice.
Questions
- Which framework do you align to?
- The mechanisms are framework-neutral by design, because organisations are typically subject to several at once. We map to the specific frameworks in your scope during diligence rather than claiming a single alignment.
- Can the platform produce our documentation for us?
- It can produce a large part of the technical record — inventory, versions, evaluation results, decision evidence — as a by-product of operation. The organisational documentation and the judgements in it remain yours.
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