Identity
The governed surface maps requests to an authenticated identity and the directory attributes the selected implementation can reliably use.
Illustrative reference design
A reviewable model for governed access to approved AI models. It is architecture to adapt and validate, not a deployed or off-the-shelf Graph42 software product.
Architecture diagram
One governed surface receives the request. Users state the task; model selection follows policy, task fit, and approved choice where required.
The task is classified and matched against a capability registry using policy, quality, risk, and cost criteria defined by the organization.
The request reaches an approved provider through the selected tenant controls. Fallback, budget, and availability rules are applied where the chosen implementation supports them.
Routing decisions, usage, cost, and the permitted request and response record are captured according to the organization’s privacy, retention, and audit policies.
Cross-cutting governance
Layer explanations
The governed surface maps requests to an authenticated identity and the directory attributes the selected implementation can reliably use.
Task, capability, risk, quality, and cost criteria inform a permitted route. Approved choice remains available where client policy requires it.
Sensitive-data handling occurs before provider egress where supported, with rules and exceptions defined against client data policy.
Modular adapters connect only approved provider tenants and models. Their controls and behavior are assessed rather than assumed equivalent.
The permitted record of decisions, usage, evidence, and cost is attributed according to privacy, retention, and operating policy.
Assumptions
Implementation-dependent
What the assessment adapts
The assessment maps identity and roles, data boundaries, policy and retention, provider strategy, cost ownership, contractual constraints, operating responsibilities, and product fit. It produces an adapted architecture, evaluation record, and explicit recommendation.
What a pilot must prove
A client-specific pilot must demonstrate the chosen request path with an approved team and constrained model set; exercise agreed identity, policy, redaction, audit, and cost controls; document exceptions; and meet success and exit criteria written before work begins. Passing a pilot does not automatically establish production readiness.
Next decision
Start with the two-week current-state and architecture assessment, then proceed only when the evidence supports it.