AI Leader · Solution Architect · TPM

Portfolio · Risk

AI Use-Case Value / Risk Decision Matrix

Evaluate one AI use case on value, risk, readiness, data, and change — decide do-not-proceed, remediate, pilot, or prioritize.

Free AI use case value risk matrix for GenAI portfolio decisions. Score one use case before funding — go, remediate, pilot, or prioritize.

Built for Transformation · Product · Risk · Architecture

  • Answers stored in your browser until you optionally email a copy
  • Plain-language result you can paste into a board or CFO brief
  • Directional guidance — validate with a scoped pilot before budget lock

How it works

  1. Work through one question at a time — pick the option that matches how things work today, not your wish list.
  2. Get an instant maturity level (1–5) plus dimension scores.
  3. Share results with risk, platform, or transformation leads; unlock Print / Save as PDF with a work email when ready.

What this tool is for

Organizations fund GenAI pilots on enthusiasm instead of a shared value–risk view. Without a scored matrix, high-risk or low-value ideas crowd out portfolio winners and burn engineering capacity.

Who it’s for: Transformation leads, product owners, risk partners, and architects who must recommend go / no-go / pilot for one AI use case in a steering or portfolio review.

What you get

  • Overall decision level (1–5) from do-not-proceed to high-priority candidate
  • Dimension scores across value, risk, readiness, data feasibility, and change adoption
  • A 90-day plan matched to your level — remediation, pilot, or scale controls

AI Assessment Engine analyzes answers with transparent scoring heuristics in your browser — no data leaves the device for scoring.

How scoring works

Each answer scores 1–5. Dimension scores average within that theme. Overall level = rounded average across all questions (Level 1–5).

  1. 1
    Lower scores mark gaps for the 90-day plan.
  2. 2
    Dimension bars show whether risk concentrates (e.g. security vs strategy).
  3. 3
    Planning aid only — not a certification or regulatory attestation.
  4. 4
    Score one concrete use case as it exists today — not the roadmap slide or a vendor demo.
  5. 5
    Risk questions are inverted: higher score means lower consequence severity or better auditability.
  6. 6
    Use the level-matched 90-day plan as a shared backlog for owners before the next funding gate.

AI Assessment Engine analyzes answers with transparent scoring heuristics in your browser — no data leaves the device for scoring.

Key terms

Value–risk matrix
A scored view that weighs business impact against failure severity, readiness, data feasibility, and adoption — not a financial ROI model alone.
GenAI portfolio decision
Choosing which AI use cases to fund, pilot, defer, or kill so capacity goes to the best value-to-risk ratio.
HITL
Human-in-the-loop: a person reviews or can override AI outputs before high-stakes actions take effect.
Kill condition
A pre-agreed metric or date that ends a pilot if results do not clear the bar — avoids endless soft launches.
Feasibility spike
A short, time-boxed technical test on your own data to confirm AI can meet a quality threshold before full build.

FAQ

What is an AI use case value risk matrix?

It is a scored decision aid for one GenAI use case: value and strategic importance versus risk severity, readiness, data feasibility, and change adoption — so you can choose do-not-proceed, remediate, pilot, or prioritize.

How does this help a GenAI portfolio decision?

Run the matrix on each candidate use case with the same dimensions. Compare levels and weak dimensions side by side so steering committees fund the strongest value-to-risk ratio, not the loudest sponsor.

Should I answer aspirationally or for today?

Answer how the use case stands today — ownership, data, feasibility evidence, and user readiness. Inflated scores hide remediation work and produce a false go signal.

Why are some risk answers scored “higher = better”?

Risk dimensions are inverted: higher scores mean lower consequence severity or stronger auditability and override. That keeps the overall average aligned with “proceed” when risk is manageable.

Does scoring send my answers to a server?

No. The AI Assessment Engine scores in your browser with transparent heuristics. Optional work email only unlocks Print / Save as PDF and follow-up resources.

What does Level 3 (controlled pilot) mean in practice?

Value and risk justify a time-boxed pilot with defined success criteria and a documented kill condition — not a silent production rollout or an open-ended experiment.

Can we use this for a board or steering update?

Yes as a directional GenAI portfolio planning aid with dimension scores and a 90-day plan. It is not a formal risk assessment, legal opinion, or regulatory attestation.