A practical assessment that shows what to measure, what to improve, and what to prove before AI use expands.
A — MEASURE
Identify the priority, risks, and starting point.
B — OPTIMIZE
Build the workflow, safeguards, and adoption plan.
C — PROVE
Confirm results and expand only what works.
Identify the best opportunity, the main barrier, and the next practical step.
Rate what happens consistently today. Use evidence when available. Do not rate intentions or future.
The total score shows overall maturity. Risk, workflow, and evidence checks determine the recommended path.
Turn the score into a clear business recommendation, not just a maturity label.
Review the evidence behind the score and identify the area that most limits business value.
Note: This assessment shows readiness and the recommended next step. It is not a legal, regulatory, security, or compliance certification.
Choose the client path based on the main barrier and available evidence—not the total score alone.
USE WHEN
Use when the score is below 64, the use case is unclear, the starting measure is missing, Purpose is 11 or lower, or the Risk check is triggered.
REQUIRED OUTCOME
A prioritized opportunity, documented starting point, clear risk limits, and a practical 30–90 day roadmap.
ADVANCE WHEN
Move forward when the use case, owner, starting measure, safeguards, success measure, target, and scope are clear.
USE WHEN
Use when the opportunity is clear, but Workflow Integration or Skill and Judgment is below 16, or success depends on individual effort.
REQUIRED OUTCOME
A redesigned workflow, reusable tools, human review points, safeguards, training, and an adoption plan.
ADVANCE WHEN
Move forward when the workflow is in use, adoption can be seen, and performance data is being collected.
USE WHEN
Use when the total score is at least 84, Workflow, Risk, and Impact are each at least 16, and reliable evidence is available.
REQUIRED OUTCOME
A verified KPI dashboard, clear evidence of value, improvement decisions, and recommendations on what to expand.
ADVANCE WHEN
Continue when ongoing evidence supports improvement, expansion, or stopping.
RISK COMES FIRST. Do not recommend expansion when safeguards are not strong enough. EVIDENCE COMES BEFORE CLAIMS. Set the starting measure before claiming value or presenting ROI. FOLLOW THE RIGHT ORDER. A client can start at B or C only when the required conditions are already proven.
Turn the assessment into a brief executive summary and a clear recommendation.
TOTAL SCORE:
MATURITY PROFILE:
PRIMARY PATHWAY:
EVIDENCE CONFIDENCE:
Recommended pathway:
Because:
CLConsulting recommends:
Decision required:
Move in clear steps from diagnosis to implementation to proven value.
REQUIRED ACTION
Define the use case, workflow owner, starting measure, risk limits, success measures, and decision rules.
Output: Starting measure + prioritized roadmap
REQUIRED ACTION
Build or redesign the workflow, reusable tools, safeguards, human review points, and adoption support.
Output: Working pilot + playbook
REQUIRED ACTION
Track adoption, quality, time, errors, capacity, cost, or revenue. Decide what to expand, change, or stop.
Output: Evidence package + expansion decision
Move from Measure to Optimize when The use case, owner, starting measure, safeguards, target, and scope are clear.
Move from Optimize to Prove when The workflow is in use, adoption can be seen, and performance data is being collected.
Do not expand when Safeguards are unresolved, the workflow is not being used, or evidence does not show meaningful value.
A clear path from AI use to measurable business value.
The assessment identifies the right starting point, defines the evidence needed to move forward, and prevents expansion before the system is ready.
AI Impact + Readiness Assessment
Entry offer
Where is the best opportunity? What risks apply? What is the starting point? What should stop?
Scorecard, evidence review, use-case priorities, risk gaps, starting measure, and 30–90 day roadmap.
Clarity on where to invest, what to control, and the smallest practical next step.
The opportunity, owner, starting measure, safeguards, target, and scope are defined.
Paid assessment that confirms the need and defines the implementation.
AI Workflow + Operating System Build
Core offer
How should the work change? What can be reused? Who reviews it? What will support adoption?
Redesigned workflows, prompts and templates, safeguards, training, human review, and an adoption plan.
A repeatable system that improves work without relying on individual effort.
The workflow is in use, adoption is tracked, and performance data is available.
Higher-value implementation project tied to workflow results and adoption.
AI Performance + ROI Advisory
Recurring offer
What changed? What value is proven? What should expand, change, or stop?
KPI dashboard, improvement reviews, evidence package, executive reporting, and expansion recommendations.
Executive confidence, measurable ROI, clear governance, and selective expansion.
Ongoing evidence supports continued improvement, expansion, or stopping.
Recurring advisory tied to results, governance, improvement, and executive reporting.
Turn the assessment into a clear scope, measurable outcome, and commercial next step.
SELECTED DECISION
A / B / C / NOT YET