AI Continuous Agent Assurance
Keep evidence aligned with change. Define recurring checks for the models, prompts, tools and workflows your agents depend on.
Refresh evidence when the deployed system changes
- Change signal
- Identify revisions to models, tools, prompts or policies.
- Selected regression
- Link the change to affected behaviours and cases.
- Evidence retention
- Preserve configuration, traces and interpretation.
- Escalation threshold
- Route adverse findings to an accountable reviewer.
Decision and fit
Refresh evidence when the deployed system changes
Compare the engagement with the decision you face
- A question worth resolving
- Refresh evidence when the deployed system changes.
- An accountable participant
- Owners of operating agent workflows who need a recurring evidence review when models, prompts, tools or conditions change.
- Inspectable source material
- The relevant owners can make workflow evidence and agreed inputs available for examination.
- A scope mismatch
- You need monitoring without an owner for adverse findings.
The engagement
Keep evidence aligned with change. Define recurring checks for the models, prompts, tools and workflows your agents depend on. A recurring assurance arrangement defined by named workflows, change triggers, review cadence and an agreed capacity limit.
The decision at stake
A previous release review no longer explains behaviour after successive system changes.
Suitable situations
- Owners of operating agent workflows who need a recurring evidence review when models, prompts, tools or conditions change.
Less suitable situations
- You need monitoring without an owner for adverse findings.
Engagement boundary
Agree the work and its boundaries together
The engagement boundary
- Change signal
- Define system-change triggers and the checks each trigger requires.
- Selected regression
- The inputs, authorised access and client participants are confirmed before scheduling.
- Assurance owner
- Retains organisational decisions and risk acceptance.
- Additional implementation
- Renewal, added workflows, out-of-cycle reviews and response coverage are agreed explicitly. Twenty-four-hour monitoring, incident response and operating the agent are not included by the word continuous.
What the work covers
- Define system-change triggers and the checks each trigger requires.
- Design recurring regression reports and evidence retention.
- Agree escalation thresholds, review ownership and the response to adverse findings.
Scope boundaries
- Formal certification, legal conclusions and guarantees of safe or compliant behaviour.
- Renewal, added workflows, out-of-cycle reviews and response coverage are agreed explicitly. Twenty-four-hour monitoring, incident response and operating the agent are not included by the word continuous.
Working sequence
How the work moves from question to handover
What each stage should leave your team with
- Establish the assurance baseline
Named workflows, signals and responsible owners.
- Map changes to checks
A change-to-check matrix.
- Review each evidence cycle
Cycle evidence and adverse-change actions.
- Refresh or close the arrangement
A renewed remit or orderly handover of open work.
How the work proceeds
- Establish the assurance baseline. Name workflows, known limitations, evidence sources and owners before scheduling recurring work.
- Map changes to checks. Define which model, tool, prompt, permission or data changes trigger which regression or review activities.
- Review each evidence cycle. Compare current findings with the baseline, flag missing signals and escalate adverse changes through agreed routes.
- Refresh or close the arrangement. Review the usefulness of coverage, adjust scope by agreement and hand over open actions at renewal or exit.
Decision artefacts
Leave a record the next owner can use
Change review record
Illustrative working format
- Subject and version
- Identify the workflow, configuration or proposal examined.
- Change signal
- Record the relevant requirement and supporting material.
- Evidence retention
- State the observation, supporting evidence and remaining uncertainty.
- Assurance owner
- Record the next decision, follow-up and unresolved question.
What the work can produce
- Change-triggered evaluation plan
- Regression evidence reports
- Escalation and review cadence
Worked situation
Follow one situation through to a bounded next decision
Illustrative working situation
Illustrative scenario
- Starting condition
A connector revision changes error handling after a release review.
- Question to examine
Repeat the affected recovery cases against the new version.
- Possible next action
Escalate adverse evidence through the agreed review cadence.
Working together
Your team and our team need a clear working agreement
Who contributes and who decides
- Client sponsor
- Confirms the decision, priorities and people needed to resolve it.
- Client technical or process owner
- Provides the agreed evidence, access and review of findings or deliverables.
- Softlander delivery lead
- Coordinates the agreed activities, review points, handover and open actions.
- Authorised decision-maker
- Accepts deliverables against the agreed criteria and separately decides operational or business action.
What the work depends on
- Your operational owner supplies change notifications, regression evidence, incident summaries and access to the agreed signals. A release or risk owner attends review points and owns decisions on adverse findings.
Engagement availability
The start date, named delivery roles, review points and fee basis are agreed after confirming the inputs and scope. Duration depends on evidence access, system complexity and the time your decision-makers need to review the work.
Engagement and handover
Agree the delivery model and what completion means
A clear agreement from scope to ownership
- Scoped work
- Define system-change triggers and the checks each trigger requires.
- Indicative handover
- Change-triggered evaluation plan; Regression evidence reports
- Review and acceptance
- Review the agreed deliverables and record any open items, owners and conditions.
- Ongoing work
- Assign maintenance and operational ownership; agree additional scope and coverage explicitly.
A recurring assurance arrangement defined by named workflows, change triggers, review cadence and an agreed capacity limit.
Each cycle records the changes examined, checks completed, evidence gaps and actions requiring an owner. Acceptance is tied to the agreed review deliverables; it does not imply uninterrupted monitoring or unconditional approval of the agent.
Renewal, added workflows, out-of-cycle reviews and response coverage are agreed explicitly. Twenty-four-hour monitoring, incident response and operating the agent are not included by the word continuous.