Use Cases Evaluated
12
Back to deliverables
Fictional client sample
Opportunity Matrix
Value-vs-effort prioritization of AI use cases with pilot sequencing recommendations.
Meridian Financial Services • February 2026 • Confidential
Portfolio Summary
Use Case Funnel
Pilot Shortlist
4
Combined Annual Value
$8.2M
01 Matrix
Value vs Effort Plot
Quick wins are left-top opportunities with strong value and low delivery complexity.
Green: quick wins • Orange: strategic bets • Gray: deferred.
02 Pilot Details
Shortlisted Use Cases
Loan Application Pre-Screening
AI triages applications, auto-approves low-risk cases, and escalates high-risk files.
Value: $1.2MEffort: 3-4 monthsRisk: LowLending Operations
Customer Service FAQ Automation
LLM assistant resolves tier-1 inquiries and routes complex requests to human agents.
Value: $800KEffort: 2-3 monthsRisk: LowCustomer Support
Credit Risk Model Enhancement
Gradient boosting models improve default prediction accuracy and underwriting quality.
Value: $3.5MEffort: 8-10 monthsRisk: MediumRisk Management
Personalized Robo-Advisory
AI-generated portfolio recommendations for clients below $500K AUM.
Value: $2.7MEffort: 9-12 monthsRisk: MediumWealth Management
03 Next Steps
Pilot Activation Plan
- 1.Launch pilot charters for the two quick wins within 30 days.
- 2.Validate ROI and assumptions for strategic investments with Finance.
- 3.Defer remaining use cases to Phase 2 pending pilot outcomes.
- 4.Define success metrics and decision gates before pilot kickoff.
Full Opportunity Matrix Continues
This excerpt focuses on prioritization mechanics. The complete deliverable includes detailed business cases, technical requirements, and full scoring methodology.
- Detailed ROI models and business case assumptions
- Technical prerequisites and architecture dependencies
- Risk controls and mitigation plans by use case
- Resource estimates for team, timeline, and budget
- Complete scoring sheets for all 12 opportunities
- Benchmark comparison with peer institutions