AI Assurance

AI Production Agent Assurance

Review the evidence needed to operate a specific agent workflow, from release criteria to monitoring, escalation and rollback.

Make operational acceptance visible before the release decision

Release criterion
Connect required behaviour to available evidence.
Monitoring signal
Define what indicates an adverse operating condition.
Human escalation
Name the recipient and the response they must make.
Rollback condition
State when to restrict or restore the workflow.
The scope, team and timing are agreed before an engagement begins.

Decision and fit

Make operational acceptance visible before the release decision

Compare the engagement with the decision you face

Useful decisionA question worth resolving
Make operational acceptance visible before the release decision.
NeededAn accountable participant
Release and operational owners deciding whether one agent workflow has sufficient evidence and controls to enter production.
PrerequisiteInspectable source material
The relevant owners can make workflow evidence and agreed inputs available for examination.
Different needA scope mismatch
The requested result is delegated release approval or a safety guarantee.
Discuss fit and prerequisites together; a different need may require a separately scoped engagement.

The engagement

Review the evidence needed to operate a specific agent workflow, from release criteria to monitoring, escalation and rollback. A release-readiness review joining evaluation evidence with operational controls and accountable decisions.

The decision at stake

A working prototype is approaching production without clear operational acceptance criteria.

Suitable situations

  • Release and operational owners deciding whether one agent workflow has sufficient evidence and controls to enter production.

Less suitable situations

  • The requested result is delegated release approval or a safety guarantee.

Engagement boundary

Agree the work and its boundaries together

The engagement boundary

In scopeRelease criterion
Review release evidence against the workflow’s operational acceptance criteria.
DependencyMonitoring signal
The inputs, authorised access and client participants are confirmed before scheduling.
Client responsibilityOperational release owner
Retains organisational decisions and risk acceptance.
BoundaryAdditional implementation
Implementation of missing controls and post-release monitoring are separate work. A material model, tool or operating change can invalidate the reviewed assumptions and trigger another review.
Only the agreed workflow, environments and activities form the engagement.

What the work covers

  • Review release evidence against the workflow’s operational acceptance criteria.
  • Examine monitoring, human escalation, rollback and incident responsibilities.
  • Record unresolved conditions and evidence needed for the client’s release decision.

Scope boundaries

  • Formal certification, legal conclusions and guarantees of safe or compliant behaviour.
  • Implementation or ongoing operation beyond the agreed scope.
  • Implementation of missing controls and post-release monitoring are separate work. A material model, tool or operating change can invalidate the reviewed assumptions and trigger another review.

Working sequence

How the work moves from question to handover

What each stage should leave your team with

  1. Define production acceptance

    Release criteria for behaviour, control and recovery.

  2. Review release evidence

    Evidence linked to the candidate deployment version.

  3. Rehearse operational response

    Demonstrable monitoring, escalation and rollback ownership.

  4. Brief the release decision

    An explicit release brief with unresolved conditions.

The sequence is tailored to the agreed workflow, evidence and acceptance criteria.

How the work proceeds

  1. Define production acceptance. Agree the intended operating scope and the evidence needed for behaviour, authority, oversight and recovery.
  2. Review release evidence. Trace evaluation findings and unresolved defects to the candidate version and its deployment configuration.
  3. Rehearse operational response. Walk through monitoring signals, human escalation and rollback with the people responsible for running the workflow.
  4. Brief the release decision. Present conditions, unresolved risks and accountable follow-up without substituting for the client's authorisation to release.

Decision artefacts

Leave a record the next owner can use

Acceptance record

Illustrative working format

Subject and version
Identify the workflow, configuration or proposal examined.
Release criterion
Record the relevant requirement and supporting material.
Human escalation
State the observation, supporting evidence and remaining uncertainty.
Operational release owner
Record the next decision, follow-up and unresolved question.
Illustrative structure; final deliverables are agreed for each engagement.

What the work can produce

  • Production evidence assessment
  • Monitoring and escalation requirements
  • Release conditions and unresolved risks

Worked situation

Follow one situation through to a bounded next decision

Illustrative working situation

Illustrative scenario

  1. Starting condition

    A prototype meets task criteria but has no escalation recipient.

  2. Question to examine

    Review the operational acceptance conditions with the owner.

  3. Possible next action

    Record the unresolved condition in the release evidence brief.

Constructed example of the reasoning; no result or client engagement is claimed.

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.
Client owners retain business, release and risk-acceptance decisions.

What the work depends on

  • The release owner supplies the candidate version, evaluation results, monitoring design, incident routes and rollback procedure. Operational teams participate in a walkthrough of an adverse outcome and its recovery path.

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
Review release evidence against the workflow’s operational acceptance criteria.
Indicative handover
Production evidence assessment; Monitoring and escalation requirements
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.
The statement of work confirms milestones, review responsibilities, fees and change control before the engagement starts.

A release-readiness review joining evaluation evidence with operational controls and accountable decisions.

The release brief records satisfied criteria, unresolved conditions, operational ownership and evidence gaps. The client makes the release and risk-acceptance decision; accepting the report is a separate administrative step.

Implementation of missing controls and post-release monitoring are separate work. A material model, tool or operating change can invalidate the reviewed assumptions and trigger another review.

Relevant reading

A little more clarity

Questions worth asking.

Start with the questions that shape a better decision.

When is AI Production Agent Assurance useful?

A working prototype is approaching production without clear operational acceptance criteria. Release and operational owners deciding whether one agent workflow has sufficient evidence and controls to enter production.

How would we engage your team?

A release-readiness review joining evaluation evidence with operational controls and accountable decisions. The statement of work confirms the deliverables, review points, fee basis and responsibilities before work begins.

What does our team need to contribute?

The release owner supplies the candidate version, evaluation results, monitoring design, incident routes and rollback procedure. Operational teams participate in a walkthrough of an adverse outcome and its recovery path.

How do we accept the work and take ownership?

The release brief records satisfied criteria, unresolved conditions, operational ownership and evidence gaps. The client makes the release and risk-acceptance decision; accepting the report is a separate administrative step.

What happens after the engagement?

Implementation of missing controls and post-release monitoring are separate work. A material model, tool or operating change can invalidate the reviewed assumptions and trigger another review.

How are timing and fees agreed?

We scope the work around the evidence and access available, technical complexity and the people needed for review. The proposal confirms milestones and whether fees are based on a defined scope, agreed delivery capacity or a recurring remit. Extra workflows, tests or integrations are agreed as changes rather than assumed to be included.

Discuss ai production agent assurance

Tell us about the decision you are facing and we will confirm whether this service is the right starting point.