AI Skill Report Card

Evaluating Partnerships

A-82·Jan 24, 2026
YAML
--- name: evaluating-partnerships description: Evaluates strategic partnerships using systematic assessment frameworks. Use when analyzing potential partnerships, reviewing existing alliances, or making go/no-go partnership decisions. ---

Partnership Evaluation Framework

Partnership Scorecard Template:

STRATEGIC ALIGNMENT (25 points)
□ Mission/vision compatibility (0-10)
□ Market positioning synergy (0-10)  
□ Timeline alignment (0-5)

OPERATIONAL FIT (25 points)
□ Resource complementarity (0-10)
□ Process compatibility (0-10)
□ Communication style match (0-5)

FINANCIAL VIABILITY (25 points)
□ Revenue potential (0-10)
□ Cost structure alignment (0-10)
□ Risk/reward balance (0-5)

EXECUTION CAPABILITY (25 points)
□ Track record assessment (0-10)
□ Team competency (0-10)
□ Technology/infrastructure (0-5)

TOTAL: ___/100
Threshold: 70+ = Recommend, 50-69 = Conditional, <50 = Pass
Recommendation
Add more specific input/output examples showing actual partnership scenarios with real numbers and concrete outcomes

Phase 1: Initial Screening Progress:

  • Define partnership objectives and success metrics
  • Create partner profile requirements
  • Conduct preliminary market research
  • Identify 3-5 potential partners

Phase 2: Due Diligence

  • Financial health analysis (3 years statements)
  • Reference checks (3+ current partners)
  • Legal/regulatory compliance review
  • Technology/IP assessment
  • Cultural alignment evaluation

Phase 3: Strategic Analysis

  • Market opportunity sizing
  • Competitive advantage mapping
  • Risk assessment matrix
  • ROI projections (3-year horizon)
  • Integration complexity analysis

Phase 4: Decision Framework

  • Scorecard completion by evaluation team
  • Stakeholder alignment sessions
  • Go/no-go recommendation
  • Implementation roadmap (if approved)
Recommendation
Include a template for the risk assessment matrix and ROI projection methodology mentioned in the workflow

Example 1: Input: SaaS company evaluating distribution partnership Output:

  • Strategic Alignment: 8/10 (complementary products, shared enterprise focus)
  • Operational Fit: 6/10 (different sales cycles, compatible tech stack)
  • Financial Viability: 9/10 (30% revenue upside, low cannibalization risk)
  • Execution Capability: 7/10 (strong track record, limited integration resources) Total: 75/100 - RECOMMEND with integration support

Example 2: Input: Manufacturing firm considering joint venture Output:

  • Strategic Alignment: 4/10 (conflicting market priorities)
  • Operational Fit: 3/10 (incompatible systems, cultural mismatch)
  • Financial Viability: 8/10 (attractive market size)
  • Execution Capability: 6/10 (capable but overstretched) Total: 52/100 - CONDITIONAL pending strategic realignment
Recommendation
Provide specific benchmarks or industry standards for what constitutes good scores in each category (e.g., 'Mission compatibility 8+ means shared customer segments and complementary value props')
  • Quantify everything possible - Use metrics over subjective assessments
  • Include deal-breakers upfront - Legal conflicts, competitive overlaps, cultural misalignment
  • Weight criteria by partnership type - Distribution vs. technology vs. strategic alliances require different emphasis
  • Set clear thresholds - Define minimum scores before evaluation begins
  • Involve key stakeholders - Get input from operations, finance, legal, and business development
  • Plan for integration complexity - Factor implementation effort into scoring
  • Over-weighting financial metrics - Partnership success requires operational and strategic alignment
  • Ignoring cultural fit - Mismatched working styles kill partnerships faster than financial issues
  • Insufficient reference checking - Past partnership performance predicts future success
  • Unrealistic timeline expectations - Most partnerships take 6-12 months to show meaningful results
  • Inadequate exit planning - Define termination criteria and processes upfront
  • Single-point evaluation - Use team-based scoring to reduce individual bias
0
Grade A-AI Skill Framework
Scorecard
Criteria Breakdown
Quick Start
11/15
Workflow
11/15
Examples
15/20
Completeness
15/20
Format
11/15
Conciseness
11/15