AI Opportunity Audit — Interactive Checklist

An interactive, defensible audit for scoring and prioritizing AI opportunities against business outcome alignment, data readiness, feasibility, risk, and time-to-value. Save responses for comparison, follow-up, and portfolio decisions.

Interactive Tool

AI Opportunity Audit — Interactive Checklist

Use this interactive audit to evaluate, score, and prioritize potential AI initiatives. Each item helps you record evidence and produce a defensible prioritization that aligns with measurable business outcomes and your current capacity. If you prefer a quick scan, answer rapidly; for higher-confidence prioritization, attach evidence and consult stakeholders.

Suggested quick scoring formula (optional): OutcomeAlignment*0.35 + Feasibility*(1 - EffortNormalized)*0.25 + DataQuality*0.15 + StakeholderSupport*0.15 + (ROINormalized)*0.10. Normalize numeric fields to match the 1–5 scale you use here. You can use the ManualPriorityScore field below to record the computed result.

Short name or project identifier (required)
1–2 sentences describing the problem, current pain, or task you want to improve
How closely does this opportunity map to a measurable business KPI or strategic goal? 1 = weak, 5 = direct and measurable
1.0 10.0
List the specific KPIs, targets, or acceptance criteria this initiative would affect (e.g., reduce handle time by 20%, increase throughput by 5%)
Is the data needed to build and operate this solution available now?
Assess accuracy, completeness, and suitability for modeling or automation. 1 = poor, 5 = high
1.0 10.0
1 = very high effort or technically uncertain, 5 = low effort, routine integration
1.0 10.0
Enter an estimated dollar value or leave blank if unknown. Use this to help prioritize higher-value opportunities.
How many weeks until the solution delivers measurable benefit?
Does the initiative involve regulated data, certifications, audits, or special approvals?
If yes, describe the constraints, approvals needed, or mitigation plans
Rate sponsor and user support plus expected organizational change required. 1 = low support / major change, 5 = strong sponsor and minimal disruption
1.0 10.0
Describe training, process, or role changes expected
List systems, APIs, teams, or vendors required to deliver this opportunity
Briefly describe major risks (data bias, privacy, model brittleness, vendor lock-in, etc.)
If you computed a weighted score using your preferred formula, enter it here to help sorting and comparison. Suggested scale 0–100.
Select a sensible next step based on this audit
Links to example data extracts, dashboards, business cases, or technical notes. Paste URLs or short notes.
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