05 Decide · AI Production Readiness Assurance

An independent opinion before go-live.

A structured pre-deployment assessment across risk, security, safety, governance and evidence. It concludes with a readiness position: ready, ready subject to conditions, or not ready. The decision to deploy remains with the organisation.

The decision chain

  1. 01Builder, internal team or vendor completes the system
  2. 02Alacrix assesses it against the assurance criteria
  3. 03Controls are tested and residual risk is stated
  4. 04A readiness conclusion is issued with conditions
  5. 05The organisation decides whether to deploy

Who this is for

Organisations at the point of trusting an AI system with real work.

  • Executives asked to approve deployment of a material AI system
  • Risk committees requiring independent input before sign-off
  • Organisations deploying supplier-built AI into regulated workflows
  • Teams moving a pilot into production with real clients or data
  • Boards that want the residual exposure stated before, not after

Outcomes

What changes for the organisation

A clear readiness conclusion

Ready, ready subject to conditions, or not ready, with the reasoning and evidence set out.

Conditions that can be met

Where readiness is conditional, the specific conditions, owners and verification required.

Residual exposure on record

A written statement of what remains, so acceptance is an informed and accountable decision.

What Alacrix does

We assess the finished system against the criteria it was meant to meet.

Readiness is not a maturity score. It is a judgement about whether the reliance the organisation intends to place on this system is currently reasonable.

  • Confirm intended use, reliance and consequence at deployment scale
  • Test the material risk, security and safety controls in place
  • Verify remediation from earlier reviews has been implemented and holds
  • Assess governance, approval authority and incident readiness for this system
  • Assess whether operation can be evidenced and reconstructed
  • Issue the readiness conclusion, conditions and residual risk statement

Readiness domains

What the conclusion rests on

Six domains assessed together before deployment.

Risk

Whether material risk has been identified, assessed against real reliance and reduced to a stated acceptable level.

Security

Whether identity, permission, data exposure and containment controls have been tested and hold.

Safety

Whether failure modes, autonomy limits, oversight and rollback are defined and effective.

Governance

Whether ownership, approval authority, change control and incident routes operate for this system.

Evidence

Whether operation, decisions and interventions can be reconstructed from what the system retains.

Residual exposure

What remains after controls, who accepts it, and under what conditions that acceptance stands.

Deliverables

What you leave with

Independent production readiness report
Control test results across risk, security, safety and governance
Remediation verification findings
Evidence and monitoring readiness assessment
Residual risk statement for accountable acceptance
Readiness conclusion with conditions and owners

Independent, not self-assured

An opinion, not an approval.

Alacrix provides an independent readiness opinion based on the evidence reviewed at a point in time. It is not certification, accreditation, regulatory approval or legal advice.

  • We do not build, operate or deploy the system
  • The deployment decision stays with the accountable organisation
  • The opinion states its scope, evidence base and limitations
  • Conditions are written so they can be verified rather than interpreted

Engagement process

How the work runs

  1. 01

    Assess

    Test controls, verify remediation and examine governance and evidence for this system.

  2. 02

    Conclude

    Issue the readiness position, conditions and residual risk statement.

  3. 03

    Support the decision

    Brief the accountable owners so approval, conditioning or deferral is informed.

Next step

Decide with evidence, not optimism.

An independent readiness assessment sets out what has been tested, what remains exposed and whether the system is ready to be trusted with real work.