Is our CRM data reliable enough for AI?
Focused diagnostic · fixed scope
Revenue AI Readiness & Guardrails Diagnostic
Find out whether your revenue operation has the data, controls and operating discipline required to use AI responsibly—and where one use case could create measurable commercial value.
FocusedOne leadership question
Evidence-ledData, workflow and control review
DecisiveGo / Fix / Hold
Actionable90-day roadmap
The right starting point
Use this when AI ambition is moving faster than operating readiness.
What should an AI agent be allowed to see and do?
Where must a person review or approve?
Which use case could improve pipeline, conversion or forecast confidence?
What must be fixed before we invest further?
What you receive
The evidence leadership needs to make the next move.
Each output is designed to support a decision, an owner and a practical next action.
How it works
A compact engagement with a clear finish line.
Delivered within seven working days after the agreed evidence is available.
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01
Fit call
Confirm the leadership question, intended outcome and whether the diagnostic is the right first step.
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02
Kick-off
Agree one revenue function, CRM environment, priority use case and evidence request.
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03
Review
Inspect agreed evidence and conduct up to three stakeholder interviews.
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04
Readout
Deliver the scorecard, decisions, guardrail matrix and 90-day roadmap.
Evidence reviewed
Enough detail to decide. No sprawling transformation programme.
Use case & value
Leadership objective, business metric, decision owner and expected operating change.
CRM & data
Relevant objects, quality, ownership, completeness, access and provenance.
Workflow & controls
Current steps, proposed AI role, permissions, review points, escalation and monitoring.
People & governance
Accountability, policy, training, adoption and executive operating rhythm.
Practical guardrails, clearly scoped
Operational controls for revenue work.
The diagnostic covers data access, approved AI actions, human review, escalation, ownership and monitoring inside revenue or service workflows.
It is not penetration testing, model red-teaming, legal advice, regulatory certification or ISO assurance. Specialist services are referred when required.
The decision
Know what should move—and what should not.
Evidence supports a controlled pilot.
Define the first workflow, baseline and guardrails.
Repair the operating foundation first.
Address the data, permission, ownership or process gaps.
The use case is not yet justified.
Avoid spending until the value or control case is stronger.
Request a fit call
Bring one AI decision that needs clarifying.
Tell us what you want AI to improve or control. We will confirm fit, scope and the earliest available start date.
£2,500
Fixed fee for the next three qualified engagements.
Prefer email? contact@kafworldconsulting.com