Industries
Agent governance in regulated industries
Enterprise agents may be given access to sensitive systems, authority to communicate externally, or budgets to spend. Explore candidate AAES evaluations in financial services, insurance and healthcare administration, not customer deployments or evidence of industry-specific production readiness.
What these scenarios establish, and what they do not
Each scenario identifies an authority boundary to test. Implemented AAES controls do not, by themselves, establish an integrated workflow or a suitable deployment. Named system classes are proposed integration targets, not claims of shipped integrations.
Initial evaluations use synthetic data and sandbox or mock systems. Tests apply to the governed execution path. An evaluation must establish action registration, permissions, approval requirements, credential handling and any alternative access or dispatch paths.
- Dataset access
- Scoped permissions govern whether a requested action is permitted. Credential brokering is a separate mechanism for providing credentials for configured access. Neither establishes row-level filtering, redaction, DLP or appropriate downstream data scope.
- Approval and spending
- Human approval applies to actions registered as irreversible. Budget commitment occurs before dispatch; it does not establish control over all downstream charges.
- Evidence
- Sealed records support review. Offline integrity verification does not establish that an underlying action was correct, that the records capture activity outside the governed path, or that a workflow is compliant.
Review the Developer docs for integration material and the evidence export specification for record and verification details.
Candidate evaluations
Financial services
Evaluate the authority an agent would receive to dispatch payment instructions, access investigation data or grant privileged access. These scenarios test action boundaries, not financial judgment.
Related controls: Scoped permissions, approval for actions registered as irreversible, budget commitment before dispatch and credential brokering.
- 01 / BUDGETCandidate evaluation
Govern dispatch of an agent-prepared payment instruction
- Proposed workflow
- An agent prepares a supplier-payment instruction through a proposed treasury or payment-operations integration. For the evaluation, instruction dispatch is registered as irreversible, and the amount is represented as a budget commitment.
- Boundary at risk
- The agent could dispatch a payment instruction beyond its configured spending authority or without required approval.
- AAES controls to evaluate
- Spending limits; budget commitment before dispatch; scoped permissions; human approval for actions registered as irreversible.
- Proposed test
- Using a mock destination, attempt an over-budget instruction and an in-budget instruction without approval; check that neither dispatches. For an approved, in-scope instruction, verify that budget commitment occurs before dispatch.
- Dependencies and limits
- The proposed integration must represent the instruction amount as a cost, register the dispatch action and use the governed execution path. This does not establish beneficiary correctness, fraud detection, settlement behavior or control over fees absent from the cost model.
- Evidence status
- This is a proposed payment-instruction evaluation, not a customer result. AAES control evidence must be reviewed separately; integration and live deployment evidence for this workflow are not established here.
- 02 / DATASETCandidate evaluation
Constrain an investigation agent’s access to customer-case data
- Proposed workflow
- An agent supporting a financial-crime investigation requests a named, synthetic case dataset through a proposed data-platform connector. A separate customer dataset is outside its configured permission scope.
- Boundary at risk
- The agent could request customer information beyond its delegated investigation access.
- AAES controls to evaluate
- Scoped permissions for dataset-access requests; credential brokering for the permitted connection, assessed separately.
- Proposed test
- Check that the permitted request can proceed and that the unauthorized dataset request is rejected before reaching the mock data service. Separately verify credential brokering for the permitted connection.
- Dependencies and limits
- The data platform or connector must establish the dataset boundary and enforce appropriate downstream access. Dataset authorization and credential brokering do not establish row-level filtering, redaction, DLP or control over direct access outside the governed path; AAES is not being evaluated for fraud detection.
- Evidence status
- This is a proposed dataset-access evaluation, not an established investigation integration. Permission enforcement and credential brokering require separate evidence; no live customer-data deployment is represented here.
- 03 / APPLICATIONCandidate evaluation
Approval before an agent grants privileged access
- Proposed workflow
- An agent proposes a privileged-role assignment through a proposed identity-governance or privileged-access-management integration. The grant is registered as irreversible for the evaluation because later revocation cannot undo access already exercised.
- Boundary at risk
- The agent could grant privileged access outside its authority or without required approval.
- AAES controls to evaluate
- Scoped permissions; human approval for actions registered as irreversible.
- Proposed test
- In a sandbox, attempt an out-of-scope grant and an in-scope grant without approval; check that neither reaches the target system. Approve an in-scope grant and check that dispatch can proceed.
- Dependencies and limits
- The proposed integration must register the grant action, define its permission scope and configure the approval requirement. The test does not establish that the role design or access decision is appropriate, or that other administrative paths are governed.
- Evidence status
- This is a proposed privileged-access evaluation, not a shipped identity-system integration or customer deployment. The scenario does not itself demonstrate end-to-end access-governance suitability.
Proposed tests, not reported results. Control implementation, documentation review and live deployment evidence are distinct.
Candidate evaluations
Insurance
Evaluate the boundary between preparing a claims action and exercising the authority to send it, access sensitive files or commit a payout. AAES action governance does not establish the correctness of a claims decision.
Related controls: Scoped permissions, approval for actions registered as irreversible, credential brokering and budget commitment before dispatch.
- 04 / APPLICATIONCandidate evaluation
Approval before sending a claim denial notice
- Proposed workflow
- An agent prepares a claim denial notice through a proposed claims-management or correspondence-system integration. External dispatch is registered as irreversible because a correction cannot retract the original communication.
- Boundary at risk
- The agent could communicate a consequential claim decision without required authorization.
- AAES controls to evaluate
- Scoped permissions; human approval for actions registered as irreversible.
- Proposed test
- Using a synthetic claim and mock recipient, check that unapproved and out-of-scope dispatch attempts are blocked. Approve an in-scope notice and check that dispatch can proceed.
- Dependencies and limits
- The proposed integration must register external dispatch, configure the approval requirement and use the governed path. The test does not establish coverage interpretation, fairness, notice accuracy or the correctness of the underlying decision.
- Evidence status
- This is a proposed claims-communication evaluation, not a customer result or an established claims-system integration. Control evidence does not establish insurance deployment readiness.
- 05 / DATASETCandidate evaluation
Constrain a claims agent’s access to sensitive claim files
- Proposed workflow
- An agent supporting claims operations requests a named synthetic claims-document dataset through a proposed repository connector. Another synthetic claims dataset is outside its configured scope.
- Boundary at risk
- The agent could access claim files containing sensitive information beyond its delegated authority.
- AAES controls to evaluate
- Scoped permissions for dataset-access requests; credential brokering for the permitted connection, assessed separately.
- Proposed test
- Check that the authorized dataset request can proceed and that the unauthorized request is rejected before a downstream call. Separately verify credential brokering for the permitted connection.
- Dependencies and limits
- The repository or connector must establish the dataset boundary and enforce appropriate downstream access. AAES is not being presented as filtering individual claims, providing row-level filtering, redacting document contents or performing DLP; direct access outside the governed path must be assessed separately.
- Evidence status
- This is a proposed claims-data evaluation, not a demonstrated repository integration. Dataset authorization and credential brokering require separate evidence; no live claims-data deployment is represented here.
- 06 / BUDGETCandidate evaluation
Govern dispatch of a claims-payout instruction
- Proposed workflow
- An agent prepares a claims-payout instruction through a proposed claims-payment integration. Dispatch is registered as irreversible, and the proposed payout amount is represented as a budget commitment.
- Boundary at risk
- The agent could dispatch a payout instruction beyond its configured budget or without required approval.
- AAES controls to evaluate
- Spending limits; budget commitment before dispatch; scoped permissions; human approval for actions registered as irreversible.
- Proposed test
- Use a synthetic claim and mock payment destination to check that over-budget and unapproved instructions do not dispatch. For an approved, in-scope instruction, verify that budget commitment occurs before dispatch.
- Dependencies and limits
- The proposed integration must represent the payout amount as a cost, register dispatch and configure the approval requirement. This does not establish entitlement, recipient correctness, duplicate-payment detection, settlement behavior or control over charges absent from the cost model.
- Evidence status
- This is a proposed payout-instruction evaluation, not evidence of an integrated claims-payment workflow or a customer result. Implemented control behavior must be distinguished from integration and live deployment evidence.
Proposed tests, not reported results. Control implementation, documentation review and live deployment evidence are distinct.
Candidate evaluations
Healthcare administration
Evaluate access to patient-administration datasets, external payer submissions and spending on administrative processing.
Related controls: Scoped permissions, credential brokering, approval for actions registered as irreversible and budget commitment before dispatch.
- 07 / DATASETCandidate evaluation
Constrain access to patient-administration datasets
- Proposed workflow
- An administrative agent requests a named synthetic admissions-and-billing dataset through a proposed hospital data-platform connector. A separate synthetic patient-document dataset is outside its configured scope.
- Boundary at risk
- The agent could request patient-related data beyond its delegated administrative access.
- AAES controls to evaluate
- Scoped permissions for dataset-access requests; credential brokering for the permitted connection, assessed separately.
- Proposed test
- Check that the permitted dataset request can proceed and that the unauthorized request is rejected before reaching the mock service. Separately verify credential brokering for the permitted connection.
- Dependencies and limits
- The data platform or connector must establish the dataset boundary and enforce appropriate downstream access. This does not establish patient-level or row-level filtering, de-identification, redaction, DLP, minimum-necessary disclosure or control over subsequent use of retrieved data.
- Evidence status
- This is a proposed administrative dataset-access evaluation using synthetic data. It is not evidence of a live patient-data integration, healthcare deployment readiness or a compliance determination.
- 08 / APPLICATIONCandidate evaluation
Approval before sending patient information to a payer
- Proposed workflow
- An administrative agent prepares a payer submission through a proposed hospital billing or revenue-cycle-management integration (for example, a pre-authorization request where that workflow applies). External submission is registered as irreversible because a later correction cannot retract the original disclosure.
- Boundary at risk
- The agent could transmit patient-related information without required human authorization.
- AAES controls to evaluate
- Scoped permissions; human approval for actions registered as irreversible.
- Proposed test
- Using synthetic patient information and a mock recipient, check that unapproved and out-of-scope submissions are blocked. Approve an in-scope submission and check that dispatch can proceed.
- Dependencies and limits
- The proposed integration must register submission, configure the approval requirement and establish the governed transmission path. The test does not establish clinical appropriateness, eligibility, payload accuracy, data minimization or the suitability of a live patient-data deployment.
- Evidence status
- This is a proposed administrative submission evaluation, not an established payer integration or customer deployment. A synthetic example is not a customer result, and approval evidence is not a compliance determination.
- 09 / BUDGETCandidate evaluation
Limit an agent’s external administrative-processing spend
- Proposed workflow
- An administrative agent requests paid processing of synthetic billing or document records through a proposed external-service integration. Each request supplies a declared cost before dispatch.
- Boundary at risk
- Repeated agent requests could commit more spending than the configured budget permits.
- AAES controls to evaluate
- Spending limits; budget commitment before dispatch.
- Proposed test
- Submit a sequence of requests to a mock service that would collectively exceed the configured budget and check that requests without sufficient remaining budget are blocked. Verify budget commitment before each permitted dispatch.
- Dependencies and limits
- The proposed integration must supply a suitable cost model and use the governed dispatch path. This does not establish detection of duplicate work, processing accuracy, control over charges absent from the cost model or suitability for processing live patient information.
- Evidence status
- This is a proposed administrative spending evaluation using synthetic records, not a demonstrated healthcare integration. Control evidence does not establish processing-provider suitability or healthcare deployment readiness.
Proposed tests, not reported results. Control implementation, documentation review and live deployment evidence are distinct.
What to bring to a design-partner evaluation
Start with one authority boundary your team needs to assess, not a commitment to automate an entire business process.
- One bounded agent workflow and an accountable owner.
- The tools, datasets and credentials the agent would use.
- Proposed permitted and prohibited actions.
- Actions to register as irreversible and the intended approvers.
- Applicable spending limits and the costs to represent before dispatch.
- A sandbox or mock destination and suitable test data.
- Security, operational and risk reviewers who can assess the results.
AAES is pre-launch. The design-partner offer is $40,000 for three months. Evaluation scope and success criteria should be agreed before work begins.
This is not a promise of production deployment, certification or a successful compliance outcome.
Review evidence for your jurisdiction
Industry context does not determine regulatory obligations. Review the relevant jurisdiction material and the evidence behind individual controls. Evidence supports compliance review, not a compliance determination.
These scenarios are not jurisdiction-specific compliance guidance. A jurisdiction evidence page should not be read as establishing coverage of every sector-specific obligation.
Discuss a bounded evaluation
What authority is stopping your agent from moving forward?
Bring one proposed workflow, the access or action boundary you need to control, and the evidence your reviewers need. Discuss whether a three-month, $40,000 AAES design-partner evaluation is appropriate.