Acceptance Criteria for a Fixed-scope Review of Production AI Architecture: What Must Be Proven

The direct answer

Write a test for “the deployed components and interfaces are inventoried” before execution and keep “reviewing diagrams that no longer match deployment” as a release-blocking counterexample.

For a fixed-scope review of production AI architecture, the relevant audience is teams that operate AI in production but lack a current map of dependencies, failure paths, duplication, and cost drivers. The decision should cover scope freeze, architecture inventory, trust boundaries, failure-mode analysis, evidence review, prioritization, and a written fix list. The supplied boundary starts with codebase access, architecture notes, deployment boundaries, and known operational concerns and ends with a written architecture report with a prioritized fix list, presented in reviewable form.

A review is a bounded snapshot. It cannot prove the absence of defects, replace testing, or keep the architecture current after the system changes.

Turn each requirement into a proof obligation

The expected deliverable is a written architecture report with a prioritized fix list.

Use codebase access, architecture notes, deployment boundaries, and known operational concerns as the controlled starting material.

The architecture reviewer adjudicates every pass, hold, or fail verdict against these registered statements.

Cover more than the happy path

The normal flow should establish whether “the deployed components and interfaces are inventoried” holds. An alternate flow should vary a permitted input while testing whether “trust and data boundaries are named” holds. The failure flow should use a fixture demonstrating “priorities based only on severity without exposure or effort” and verify containment.

Add a recovery flow for “recommendations that ignore ownership”.

Judge evidence quality and freshness

For a fixed-scope review of production AI architecture, a result from another environment cannot prove that “normal and failure paths are traced” holds in the buyer's environment.

Define pass, hold, and fail before execution

Keep sign-off independent

The implementer may produce artifacts, but the architecture reviewer should judge whether “each priority has an owner and verification step” holds against criteria written before the result was seen.

Record the business decision of the system owner, the technical evidence reviewed by the security owner, the acceptance verdict recorded by the architecture reviewer, and residual risk accepted by the remediation owner.

A screenshot or self-score cannot prove that “each priority has an owner and verification step” holds under the failure condition “a report with no verification path”.

Reopen criteria when the system changes

Changes to scope freeze, architecture inventory, trust boundaries, failure-mode analysis, evidence review, prioritization, and a written fix list can invalidate a test even when the requirement text stays the same.

How the sources bound the acceptance criteria decision

For a fixed-scope review of production AI architecture, the live catalog limits the offer to two elements. The supplied boundary is codebase access, architecture notes, deployment boundaries, and known operational concerns. The catalog names the deliverable as a written architecture report with a prioritized fix list. It cannot establish whether “the deployed components and interfaces are inventoried” holds in the buyer's environment.

Connect those narrow roles to a local fixture for “cataloging components without tracing failure paths” rather than treating citation status as a pass.

For a fixed-scope review of production AI architecture, limit the conclusion to the documented workflow and let the security owner retain the current source-to-claim map. A changed workflow requires fresh support for the claim that “normal and failure paths are traced” holds.

Product-specific acceptance criteria review drills

These drills connect a fixed-scope review of production AI architecture to concrete inputs, failures, acceptance statements, and owners. For a fixed-scope review of production AI architecture, the drills map each criterion to a reviewable verdict.

Acceptance for a fixed-scope review of production AI architecture is judged against a boundary record covering codebase access, architecture notes, deployment boundaries, and known operational concerns, never live protected material. The system owner requires synthetic, non-secret cases; messages, writes, state changes, and all other external effects stay inside the fixture throughout and after each case.

Requirement trace

Represent the failure case “reviewing diagrams that no longer match deployment” explicitly in the requirement trace review. The system owner captures the relevant input, action, and residual condition.

Let the security owner inspect a scope record covering codebase access, architecture notes, deployment boundaries, and known operational concerns and the evidence for “normal and failure paths are traced”. For a fixed-scope review of production AI architecture, the requirement trace review cannot rely on a demonstration selected after execution.

The architecture reviewer judges the requirement trace review against “normal and failure paths are traced”. The next step is authorized only for the part of a written architecture report with a prioritized fix list covered by that evidence. In the requirement trace review, evidence for “normal and failure paths are traced” maps support to pass, contradiction to fail, and unresolved to hold.

Changes to data, permission, or the handling of “reviewing diagrams that no longer match deployment” trigger a new review owned by the system owner.

Normal-flow result

Reproduce a safe case involving “cataloging components without tracing failure paths” as the entry condition for the normal-flow result review. The security owner preserves the last state that the workflow can prove.

Retain a boundary record covering codebase access, architecture notes, deployment boundaries, and known operational concerns, the observed output, and the test for “each priority has an owner and verification step”. This makes the decision reproducible.

The architecture reviewer resolves the normal-flow result review by comparing the observed result with “each priority has an owner and verification step”. Missing proof makes the architecture reviewer block acceptance of a written architecture report with a prioritized fix list. In the normal-flow result review, evidence for “each priority has an owner and verification step” maps support to pass, contradiction to fail, and unresolved to hold.

Recheck the drill when the operating path no longer matches scope freeze, architecture inventory, trust boundaries, failure-mode analysis, evidence review, prioritization, and a written fix list or when the rollback evidence expires.

Alternate-flow result

Add a fixture demonstrating “priorities based only on severity without exposure or effort” to the alternate-flow result review case package. The security owner identifies the exact handoff in scope freeze, architecture inventory, trust boundaries, failure-mode analysis, evidence review, prioritization, and a written fix list that requires a verdict.

Document which element of the boundary covering codebase access, architecture notes, deployment boundaries, and known operational concerns is relevant to “trust and data boundaries are named”, then ask the operations owner to label the observation as supporting, contradictory, or incomplete without recording the acceptance verdict.

The architecture reviewer treats “trust and data boundaries are named” as the only pass condition for this drill. On failure, the architecture reviewer returns a written architecture report with a prioritized fix list to review without inventing a substitute test. In the alternate-flow result review, evidence for “trust and data boundaries are named” maps support to pass, contradiction to fail, and unresolved to hold.

Repeat the alternate-flow result review when the failure case “priorities based only on severity without exposure or effort” appears with new data, permission, or consequences that the security owner did not review.

Failure-flow result

For the failure-flow result review, freeze a case involving “recommendations that ignore ownership”. The operations owner identifies the affected handoff before any repair begins.

The evidence for the failure-flow result review begins with a scope record covering codebase access, architecture notes, deployment boundaries, and known operational concerns and ends with a review of “recommendations cite observed evidence” by the remediation owner.

The architecture reviewer bases the outcome for the failure-flow result review on “recommendations cite observed evidence” and keeps a written architecture report with a prioritized fix list bounded to that finding. In the failure-flow result review, evidence for “recommendations cite observed evidence” maps support to pass, contradiction to fail, and unresolved to hold.

Retest this decision when the team changes scope freeze, architecture inventory, trust boundaries, failure-mode analysis, evidence review, prioritization, and a written fix list or can no longer reproduce the record for “recommendations cite observed evidence”.

Independent verdict

The independent verdict review examines a case involving “a report with no verification path”. The remediation owner separates the trigger, current state, and next decision within scope freeze, architecture inventory, trust boundaries, failure-mode analysis, evidence review, prioritization, and a written fix list.

Use a scope record covering codebase access, architecture notes, deployment boundaries, and known operational concerns as the controlled source for a test of “the deployed components and interfaces are inventoried”. The system owner flags evidence from a different state as non-comparable.

Let the architecture reviewer decide whether the criterion “the deployed components and interfaces are inventoried” passed under the recorded conditions. That verdict controls only this review slice. In the independent verdict review, evidence for “the deployed components and interfaces are inventoried” maps support to pass, contradiction to fail, and unresolved to hold.

The result expires when the workflow boundary for scope freeze, architecture inventory, trust boundaries, failure-mode analysis, evidence review, prioritization, and a written fix list no longer follows the tested path or when evidence for “the deployed components and interfaces are inventoried” cannot be replayed.

Evidence expiry

Start the evidence expiry review from a fixture showing “reviewing diagrams that no longer match deployment”. The system owner identifies which part of scope freeze, architecture inventory, trust boundaries, failure-mode analysis, evidence review, prioritization, and a written fix list needs judgment.

Create a versioned boundary record covering codebase access, architecture notes, deployment boundaries, and known operational concerns, then test whether “normal and failure paths are traced” holds; keep the case result with its exact input identity.

The architecture reviewer records pass only for “normal and failure paths are traced”. Any wider claim about a written architecture report with a prioritized fix list stays outside the drill. In the evidence expiry review, evidence for “normal and failure paths are traced” maps support to pass, contradiction to fail, and unresolved to hold.

The receipt becomes stale when the workflow boundary for scope freeze, architecture inventory, trust boundaries, failure-mode analysis, evidence review, prioritization, and a written fix list changes or the architecture reviewer can no longer reproduce the judgment.

Frequently asked question

What acceptance criteria should I use for AI Architecture Review?

Require observable evidence that the deployed components and interfaces are inventoried and include “reviewing diagrams that no longer match deployment” as a negative case. The architecture reviewer should record pass, hold, or fail before expansion.

A product bridge, with a boundary

The AI Architecture Review is the relevant sincLLM offer for this narrow problem. The frozen live catalog describes its required boundary as codebase access, architecture notes, deployment boundaries, and known operational concerns and its deliverable as a written architecture report with a prioritized fix list. Treat the catalog language as a description of delivery; local evidence must still decide fit, safety, compliance, technical adequacy, and business value.