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IT Leaders

From vibe-coded to enterprise-ready.

We assess AI-built tools, prepare them for approved production use, and handle agreed operation and maintenance.

The path to production

One reviewable path, from prototype to operation.

Select a stageIllustrative path · scope set by assessment

Assess against the business requirements

JotVisionwith your team
  • Review what the tool does and who relies on it.
  • Check data access, permissions, and failure handling.
  • Agree acceptance criteria.

Next: JotVision prepares the agreed scope.

Assessment outcomes

RetainSound components stay, documented.
HardenAdd access controls, validation, monitoring.
RebuildFrom the requirements the prototype proved.
Use arrow keys to move between stages.Enterprise-ready is the objective of the assessment, not a certification.
Controls

Controls your IT team can review.

See what runs, what it can access, and who approves each change.

Security & operations
  1. 01AccessScoped to the systems used.
  2. 02 · YOUR DESIGNEEApprovalConsequential changes wait.
  3. 03ExecutionAgreed interfaces only.
  4. 04LoggingInputs, decisions, changes.
  5. 05MonitoringRuns and failures watched.
  6. 06RecoveryRestore or compensate.

Customer evidence

Unlike consultants, they are practical-minded operators.

Mona SabetSVP Strategy, Programs and Operations, AFS
Read the AFS story

Review a tool before the business depends on it.

Tell us what it does, who relies on it, and what worries you about running it in production.

Discuss production readiness