Enterprise readiness / Review & authority
Explore the review pathReadiness is an engineering discipline.
A production plan your architecture, security, procurement, and operating teams can review together.
We define the delivery boundary, access model, evaluation system, release authority, and handover path before production authority expands. Each decision names its owner and the evidence required to make it.
Open a diligence briefProduction authority
Enterprise review path
- 01Mandate
- 02Boundary
- 03Identity
- 04Models + tools
- 05Evaluation
- 06Release
- 07Operations
- 08Transfer
One production plan
Every reviewer sees the same system.
Sponsors, security, engineering, risk, procurement, and operations work from one reconciled production plan. The operating boundary, decision rights, architecture, controls, evidence, and ownership align before production authority expands.
- Executive and operating owners
- What changes, who owns the outcome, and which decisions remain human?
- Outcome contract · authority map · operating acceptance
- Architecture and engineering
- Where does the system run, what does it touch, and how does it fail?
- System context · data flows · interface contracts · rollback
- Security, privacy, and risk
- Which identities, data classes, models, tools, and routes are approved?
- Access matrix · threat model · provider register · control evidence
- Procurement, legal, and delivery governance
- What is supplied, who carries each obligation, which client or prime terms flow down, and how are IP, data, staffing, continuity, and service transition governed?
- Diligence response · flow-down matrix · commercial and delivery boundary
- Production and service owners
- What earns release, who can stop it, and how is behavior reconstructed?
- Evaluation disposition · runbook · incident path · operating record
The AI system and its authority arrive together.
Models, prompts, tools, retrieval, and interfaces are only part of the production system. The accountable system also includes identity, evaluation, approval, release, rollback, evidence, service ownership, and the path by which the enterprise takes command.
- 01Define the boundary
Approved systems, data, identities, and actions.
- 02Evaluate within it
Representative cases, recorded failures, and recovery checks.
- 03Authorize the release
A named owner accepts the evidence and rollback plan.
- 01
Mandate and decision rights
Outcome, accountable owner, authority boundary, acceptance evidence, and escalation path.
Outcome contract
- 02
Execution and data boundary
Named environments, systems, data classes, network paths, tenancy, retention, and approved destinations.
Architecture + data-flow record
- 03
Identity and tool authority
Client-issued identities, least-privilege roles, typed tools, approval points, observation, and revocation.
Access + authority matrix
- 04
Model and context policy
Approved models, provider boundary, source authority, retrieval behavior, prompt and policy versions, and cost envelope.
Model, tool + source register
- 05
Evaluation and release
Representative hard cases, deterministic and model checks, thresholds, exceptions, shadow evidence, rollback, and release authority.
Evaluation + release disposition
- 06
Runtime operations
Telemetry, service ownership, failure queues, incident response, change control, evidence capture, and improvement cadence.
Runbook + operating record
- 07
Transfer and continuity
Repositories, configuration, infrastructure definitions, extension points, ownership, succession, and exit terms.
Handover + continuity plan
Diligence packet
The diligence packet is part of the engineering system.
Architecture, access, evaluation, release, operations, and transfer are documented as one decision record fitted to the engagement. Technical, security, procurement, legal, risk, and operating owners review the same production boundary.
- Engagement charter
- Outcome, scope, owners, topology, authority, acceptance, and escalation
- Architecture packet
- System context, data flows, trust boundaries, interfaces, and deployment decisions
- Security response
- Access, data handling, providers, subprocessors, incidents, retention, and control ownership
- AI control register
- Models, prompts, retrieval sources, tools, identities, policies, versions, and approved uses
- Evaluation packet
- Test populations, rubrics, thresholds, results, exceptions, dispositions, and regression plan
- Release packet
- Change record, approvals, shadow evidence, production decision, rollback, and stop authority
- Operations packet
- Telemetry, alerts, service ownership, runbooks, incident path, evidence, and improvement backlog
- Transfer packet
- Repositories, environments, documentation, extension points, training, succession, and exit handling
Change discipline
Every change re-enters the evidence loop.
A production AI system changes when its model, prompt, retrieval, tool, policy, or interface changes. The release lane records the version, reruns the relevant evaluation and control checks, disposes exceptions, names the approver, preserves rollback, and adds the production decision to the operating record.
Delivery topology
The charter names the boundary.
Workloads and collectors execute inside the client-approved topology. That may be a client-controlled environment or a dedicated single-tenant boundary. Systems of record stay in place; data flows, model endpoints, tenancy, credentials, egress, retention, observability, and operating ownership are written into the engagement architecture.
The HealthNext security page shows this standard under PHI and clinical-decision constraints. The same review discipline is applied to the data and authority classes of each enterprise context.
Client-controlled boundary
Client identity, network, repositories, environments, model endpoints, change process, telemetry, and revocation authority.
Dedicated single-tenant boundary
Dedicated tenancy with the approved data flows, access model, providers, controls, evidence, operations, and contract terms.
Inspect the system
Establish the review path at qualification.
Bring the intended operating outcome, system boundary, and review path. We will assemble the delivery topology and the evidence your accountable owners need to inspect the engagement.