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AI Diagnostic & Use-Case Assessment · Asset Pack

Sequencing beats model choice. Picking the wrong model costs a rebuild; picking the wrong scenario costs a quarter.

Turns "we should do AI" into a prioritized, actionable list.

The diagnostic framework starts from business workflows, ranks candidate use cases by ROI and feasibility, and produces a one-page priority matrix plus a 90-day roadmap. Built for companies assessing AI opportunities systematically for the first time — or leadership teams forced to choose between competing department requests.

If you are hitting these

  • You know you need AI, but not where to start, how much to invest or how soon to expect results
  • Leadership has no shared yardstick for evaluating AI investments
  • Departments have submitted a batch of requests and you can't tell which comes first
When not to use it

You already have one scenario with agreed acceptance criteria — you need to build, not to rank.

How to use it

The full path from inventory to acceptance; each step has a concrete output.

What's inside

Opportunity scoring worksheetPriority matrix template90-day roadmap skeleton

Every deliverable in the pack — apply as-is, then adapt to your business.

1Output
Inventory candidates

List 5–10 candidate points in your workflows that are repetitive, rule-based and data-backed.

Candidate use-case list
2Output
Score each one

Score on the three worksheet dimensions, flagging items that lack data.

Scored use-case table
3Output
Place on the matrix

Position each use case on the ROI × feasibility quadrants.

One-page priority matrix
4Output
Draft the 90-day plan

Plan validation windows and acceptance questions for the do-first quadrant.

Draft 90-day roadmap

Acceptance standards

You've used this pack well when the following hold — they double as review criteria.

  • 01

    Every shortlisted use case can answer: which data, who uses it, how much time it saves

  • 02

    The priority matrix is confirmed by both the business owner and finance

  • 03

    The 90-day plan includes explicit validation windows and stop conditions

Output template preview

A skeleton of what the pack produces; the full template ships inside the pack.

Priority matrix (skeleton)
SKELETON
PRIORITY MATRIX — Q1
Do firstHigh ROI × High feasibility
  • Support ticket routing (data: 2 yrs of tickets)
  • Lead pre-screening (data: CRM records)
Do laterHigh ROI × Low feasibility
  • Quoting agent (no historical quote data)
WatchLow ROI × any
  • Note: re-evaluate once the workflow stabilizes

Dashed rules mark example rows — replace them with your own data and the sheet is done.

Decision memo

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AI Diagnostic & Use-Case Assessment · Asset Pack

Our stance
Sequencing beats model choice. Picking the wrong model costs a rebuild; picking the wrong scenario costs a quarter.
If you are hitting these
You know you need AI, but not where to start, how much to invest or how soon to expect results; Leadership has no shared yardstick for evaluating AI investments; Departments have submitted a batch of requests and you can't tell which comes first
When not to use it
You already have one scenario with agreed acceptance criteria — you need to build, not to rank.

The copied text carries the source link — safe to drop into an internal doc, mail, or meeting note.

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3. Make it about my company

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