Business impact
Quantify the value of resolving the workflow bottleneck: time recovered, error rate reduction, decision quality improvement, revenue exposure, or risk mitigation magnitude.
Method
Four-dimension scoring framework
Not every AI use case is worth building. Leverage scoring separates high-value interventions from expensive distractions by evaluating each opportunity across four dimensions before any development begins.
Implementation feasibility
Assess the technical and organizational complexity of building the solution: data readiness, model complexity, integration requirements, and stakeholder alignment needed.
Speed to value
Estimate the time from project start to measurable business impact. Short feedback loops enable learning and build internal confidence in AI initiatives.
Governance and risk load
Evaluate the compliance burden, model risk requirements, and oversight infrastructure needed before the solution can operate in production for the relevant workflow.
Composite scoring and tiering
Combine dimension scores into a composite ranking. Cluster results into quick wins, foundational builds, and strategic bets to guide sequencing decisions.
Sequencing and roadmap input
Translate scored tiers into a sequenced roadmap with dependencies, ownership assignments, and go/no-go criteria for each phase of development.
Outputs
Artifacts produced by the process
Scoring matrix
Structured evaluation of all identified opportunities across the four scoring dimensions.
- Raw dimension scores per opportunity
- Composite weighted score
- Risk and governance flag overlay
Tiered opportunity list
Opportunities sorted into three implementation tiers based on composite scores.
- Quick wins: high impact, low complexity
- Foundational builds: medium-term capability
- Strategic bets: long-term moat opportunities
Business case template
One-page summary for each top-tier opportunity structured for leadership review and approval.
- Problem statement and current cost
- Proposed intervention and expected outcome
- Investment estimate and payback framing
Sequenced initiative roadmap
Phased implementation plan derived from leverage scores and dependency analysis.
- Phase gating criteria
- Dependency chain visualization
- Ownership and decision rights by phase
Engagement Cadence
How the process runs in practice
Typical timeline: 1-2 weeks
- Days 1–3: opportunity inventory review and dimension scoring
- Days 4–6: composite scoring, tiering, and stakeholder calibration
- Days 7–10: business case drafting, roadmap sequencing, and final delivery
Output: a scored, tiered, and sequenced opportunity roadmap ready for executive review and implementation planning.