AI use cases are easy to list. Hard to justify.
Most organisations have dozens of AI ideas and no defensible way to prioritise them. The result is “pilot fatigue”. effort spreads thin, risks get discovered late, and value remains hypothetical.
🛡 No sensitive data required to get started
Why AI initiatives stall
Lack of Standardisation
Too many ideas, no common scoring method to compare them objectively.
Feasibility Blindness
Feasibility ignored until delivery: data, integration, change, and operating model.
Value Ambiguity
Value claims without baseline, benefits owner, or success measures.
Governance as a Blocker
Governance bolted on late: privacy, security, model risk, and accountability.
Effective RM tool gives you a consistent, transparent way to decide what to do next, and what to park.
Prioritise AI initiatives with rigour
Effective RM AI Use Case Ranker helps you assess and rank use cases across value, feasibility, risk, change effort and many other metrics — producing a decision-ready shortlist and a practical delivery roadmap.
Rank what matters
Standardised scoring across 6+ criteria including value, risk, and feasibility.
De-risk early
Built-in checks for data readiness, ownership, privacy, security, and compliance.
Move to action
Outputs that translate into a backlog, roadmap, and business case inputs.
Built for cross-functional decision-making.
✔ CIO / CTO / Digital & Transformation leaders
✔ Data & AI teams (CDO, CDO, CDX)
✔ Risk, Compliance, Privacy, Security
✔ Business owners accountable for benefits
✔ PMO / Portfolio governance
Designed for teams who need alignment — not another spreadsheet. Our tool is designed in a way that it can be used by anyone.
"If you need to explain “why these use cases, why now” to executives — this is for you."
A simple flow & A defensible outcome
Set Context
Objectives, constraints, and risk appetite.
Capture Cases
Structure ideas consistently across teams.
Score Rigorously
Value, risk, data, and change impact.
Rank shortlist
Quick wins vs strategic long bets.
Roadmap
Objectives, constraints, and risk appetite.
"Every score is explainable — so stakeholders can challenge inputs, not argue opinions."
Governance isn’t a phase. It’s part of prioritisation
The ranker surfaces governance requirements early — so you don’t discover blockers after delivery starts.
"This is particularly critical for regulated environments and high-impact decisions."
Outputs you can use immediately
Independent, risk-led
AI prioritisation.
EffectiveRM brings a practical risk and governance lens to AI delivery — helping organisations move faster without creating avoidable exposure.
Vendor-Agnostic
No platform bias, only outcomes.
Executive-Ready
Supports high-level decision making.
Risk-First
Grounded in enterprise risk/compliance.
Plug & Play
Ready-to-use templates & structures.
Access is invite-only (for now).
We’re onboarding a small number of organisations to refine the scoring model and reporting outputs.
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Yes — weightings can be adjusted to reflect your specific corporate strategy, investment constraints, and risk appetite.
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No — it is model-agnostic and works for automation, predictive analytics, decision support systems, as well as GenAI use cases.Description text goes here
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No — it accelerates prioritisation by identifying governance needs early, ensuring that detailed reviews focus on the right issues.
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Yes — ranked lists, summaries, and delivery waves can be exported to support your existing portfolio workflows.
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A list of candidate use cases and a nominated business owner for each. The tool guides you through the rest.