Component-level agent evaluation

Permission-aware retrieval testing

Determine whether authorised context is selected for the acting identity

When retrieval must respect changing user or tenant access, this area becomes relevant. For the identity, search, and data security owner, the concern is specific: a previously authorised document remains retrievable after the user's access is removed. The deployment evaluation starts from that consequence and follows the relevant evidence through the customer workflow. Inspect retrieval-time enforcement as well as the final answer. A system that retrieves restricted evidence and relies only on later suppression has a different boundary from one that prevents the unauthorised retrieval itself.

Connect the operating question to inspectable evidence

  1. Identity, search, and data security owner

    Owns the bounded decision and the consequence of acting.

  2. Permission fixtures

    Defines the starting context for the proposed work.

  3. Access revocation

    Exposes the first material uncertainty to examine.

  4. Revocation verification cases

    Carries unresolved conditions into an accountable next action.

Evaluation findings apply to the tested deployment, cases and configuration; they do not approve release.

Decision at stake

Determine whether authorised context is selected for the acting identity

Make the decision explicit

Identity, search, and data security owner
Retrieval must respect changing user or tenant access.
Decision
Whether authorised context is selected for the acting identity.
Access revocation
Use permission fixtures to establish the relevant starting condition.
Relevant where these conditions apply; engagement scope is agreed separately.

For the identity, search, and data security owner, this becomes relevant when retrieval must respect changing user or tenant access. The immediate decision is whether authorised context is selected for the acting identity. The scope should be narrow enough that the evaluation team can identify a meaningful alternative, including continuing the current approach if the available evidence already supports it.

The practical failure to challenge is that a previously authorised document remains retrievable after the user’s access is removed. That concern gives the work a concrete direction: establish what the relevant boundary should do, inspect how it behaves or would operate, and identify the owner of any gap. It should not be diluted into a broad transformation exercise before the specific question has been answered.

Coverage

Examine access revocation alongside inherited permissions

Keep the review distinctions visible

Access revocation
Revoke access after indexing and test the retrieval path again.
Inherited permissions
Compare direct and inherited permissions for the same document.
Cache and identity switching
Switch principals while checking cached results and identity propagation.
Review questions—not evidence of completed testing.

Access revocation

For this scope, access revocation should be examined alongside permission fixtures. Change a synthetic user’s access and repeat the relevant query through the ordinary deployment path. Inspect retrieval outputs, not only the answer. This demonstrates whether revocation reached the boundary being evaluated and identifies any delay or stale representation within the authorised scope.

Inherited permissions

For this scope, inherited permissions should be examined alongside document access metadata. Exercise inherited access through the group or role mechanisms the customer actually uses. A direct user permission test may not cover those paths. Preserve the applicable identity and document metadata with each case so a reviewer can explain why a particular retrieval should have been allowed or denied.

Cache and identity switching

For this scope, cache and identity switching should be examined alongside retrieval and identity traces. Reuse and reset sessions or caches according to a predeclared matrix. A previously authorised passage may remain in assembled context after access changes. The result should distinguish permission filtering, cache invalidation, and session lifecycle behaviour so remediation targets the pathway that preserved the restricted information.

Prerequisites

Start with permission fixtures

Give each input a specific job

Context neededPermission fixtures
Defines the operating boundary.
Examination materialDocument access metadata
Examine inherited permissions.
Operating dependencyRetrieval and identity traces
Shows conditions affecting cache and identity switching.
ParticipationProduct or platform owner
Confirm access and a reviewer who can resolve gaps.
Use sanitised material; preserve evidence gaps.

The starting material is permission fixtures, document access metadata, and retrieval and identity traces. Review these together rather than assuming one document tells the whole story. A stated rule may differ from a configured behaviour, and a proposed responsibility may not yet have an available owner. Identify those differences before selecting the detailed work.

Participation should include a product or platform decision owner, a technical lead, a data owner, and a competent reviewer for the relevant boundary. The customer should define which information and environments may be used. Synthetic or sanitised examples can support preparation when they preserve the relevant behaviour; if they omit a material dependency, record the limitation and agree how the missing evidence would be obtained.

How the work proceeds

Tie the deployment finding to observable behaviour

Follow the evidence through the work

  1. Access revocation

    Use permission fixtures to define the decision criteria.

  2. Inherited permissions

    Inspect document access metadata and retain observations that challenge the expected result.

  3. Cache and identity switching

    Use retrieval and identity traces to identify unresolved conditions and a responsible owner.

  4. Revocation verification cases

    Link the recommendation to its evidence, remaining limits and next validation condition.

The sequence is adapted to the system, decision and authorised access.

Create permission transitions that occur between otherwise equivalent queries. Include access granted, removed, and changed through group or role membership where those paths are in scope. The proposed test should inspect retrieval outputs and caches with synthetic markers so unauthorised influence can be traced without using real private documents.

A practical first slice would focus on access revocation and then follow its consequences into inherited permissions. Keep cache and identity switching visible as a separate review question rather than assuming it is satisfied by the first result. The evaluation team should record observations, competing explanations, and changes to the original assumptions. A second reviewer can challenge whether the evidence supports the recommendation and whether an apparently successful example omitted the condition that matters most.

Illustrative scenario

Revoked document access: examine what changes the decision

Examine the constructed decision boundary

Illustrative scenario

  1. Revoked document access

    An indexed document was available before the user's authorisation changed.

  2. Retrieval retest

    Repeat the request after revocation while inspecting cache and acting identity.

  3. Permission finding

    Distinguish source access removal from effective downstream exclusion.

Illustrative scenario; no observed result implied.

Consider an illustrative situation in which a synthetic employee changes role and asks the same agent question before and after the permission update. This is a constructed example, not a client engagement or an observed Softlander outcome.

For the role-changing employee, an illustrative sequence would repeat the same question before and after revocation. A finding should identify whether the access change reached the retrieval boundary and whether stale context persisted in the session. The remediation decision may concern identity propagation, filtering, cache invalidation, or session handling.

The useful learning would be the difference between the expected behaviour and the behaviour or responsibility actually demonstrated. If the exercise leaves cache and identity switching unresolved, that should remain a named next step. A recommendation to narrow the scope, improve a prerequisite, or hold the decision can be appropriate when the example exposes a material dependency.

Indicative artefacts

Use revocation verification cases to make the next action explicit

Every artefact needs an operating use

Illustrative working format

Scope and definitionsPermission-aware retrieval matrix
Boundary — permission fixtures.
Findings and limitsAccess-linked findings
Findings about inherited permissions.
Decision and follow-upRevocation verification cases
Action on cache and identity switching.
Illustrative fields; no prior delivery implied.

Indicative outputs include permission-aware retrieval matrix, access-linked findings, and revocation verification cases. Their form should follow the decision and the customer’s existing operating records. The first should establish the assessed boundary and relevant observations; the second should make material gaps or dependencies inspectable; the third should identify the action, owner, and evidence needed to revisit the decision.

Acceptance should be tested through use: can the responsible owner explain what was examined, identify an unresolved issue, and act on the next step without reconstructing the whole engagement? Findings should preserve counterevidence and limits. A polished document is insufficient if it does not help resolve the customer’s specific question.

Scope and authority

A deployment finding remains bounded to the tested conditions

Keep analytical work separate from decision authority

Within the reviewAuthorised deployment cases and traces
Can include permission-aware retrieval matrix.
Retained authorityProduct or platform owner
The customer retains release authority and owns remediation priorities.
Outside this evidenceUniversal vendor or component assurance
Cannot be inferred from access-linked findings.
Evaluation findings apply to the tested deployment, cases and configuration; they do not approve release.

The proposed evaluation concerns the named deployment, configuration, cases, and authorised environment. Findings do not certify a component vendor, establish universal safety, or approve release. Unexamined provider paths and specialist questions remain explicit limitations.

Ways to engage

Related engagement scopes

AI Agent Evaluation Evidence Diagnostic

Find the gaps between your release decision and the evidence behind it. Start with one agent workflow and a bounded set of questions.

Read about this offer: AI Agent Evaluation Evidence Diagnostic

AI Agent Evaluation Foundation

Turn scattered tests into a repeatable release discipline. Connect the behaviours that matter to datasets, evaluation criteria and evidence your team can maintain.

Read about this offer: AI Agent Evaluation Foundation

AI Agent Component Evaluation

Find where agent behaviour breaks down. Follow memory, retrieval and delegation through your workflow, then isolate the components that need attention.

Read about this offer: AI Agent Component Evaluation

Continue exploring

Related insights and resources

Whitepaper16 MIN READ

Engineer the harness, not just the prompt

Define the contracts around an agent's decisions: what state it trusts, which actions can execute, how interrupted work resumes, and what evidence an operator needs to recover safely.

Whitepaper15 MIN READ

What would justify releasing this agent?

Replace a single pass rate with a reviewable chain of requirements, cases, observations and judgements. Distinguish task quality, control failures and uncertainty before increasing an agent's exposure.

Whitepaper5 MIN READ

The evidence behind the go-live decision

A working paper for leaders who need to explain why an agent workflow is ready for its next release. Includes a proposed evidence-pack structure, decision table and review agenda.

A little more clarity

Questions to consider.

Start with the questions that shape a better decision.

How should retrieval react to access revocation?

Change a synthetic user's access and repeat the relevant query through the ordinary deployment path. Inspect retrieval outputs, not only the answer. This demonstrates whether revocation reached the boundary being evaluated and identifies any delay or stale representation within the authorised scope.

Why test identity and group transitions?

Exercise inherited access through the group or role mechanisms the customer actually uses. A direct user permission test may not cover those paths. Preserve the applicable identity and document metadata with each case so a reviewer can explain why a particular retrieval should have been allowed or denied.

What can session context retain after permissions change?

Reuse and reset sessions or caches according to a predeclared matrix. A previously authorised passage may remain in assembled context after access changes. The result should distinguish permission filtering, cache invalidation, and session lifecycle behaviour so remediation targets the pathway that preserved the restricted information.

Where should unauthorised retrieval be observed?

Create permission transitions that occur between otherwise equivalent queries. Include access granted, removed, and changed through group or role membership where those paths are in scope. The proposed test should inspect retrieval outputs and caches with synthetic markers so unauthorised influence can be traced without using real private documents.

How should retrieval-time filtering differ from answer suppression?

Inspect retrieval-time enforcement as well as the final answer. A system that retrieves restricted evidence and relies only on later suppression has a different boundary from one that prevents the unauthorised retrieval itself.

What would the permission-aware retrieval matrix make clear?

It should connect the specific concern—a previously authorised document remains retrievable after the user's access is removed—to what was examined and what remains unresolved. The record should separate observations from proposed changes and identify the owner responsible for the next evidence. It is a decision aid within the agreed scope, not a broader assurance conclusion.

Start with the decision you need to make.

Tell us about the agent workflow you want reviewed, and where you need greater clarity. Scope and availability are confirmed together.

Connected disciplines