AI Tool Selection Framework

For Talent Learning & Organizational Development Teams

Evaluation Criteria

Ecosystem Integration
1x
  • Integrates with existing LMS/HRIS?
  • Leverages SSO?
  • Supports current workflow?
Cost Analysis
1x
  • Total cost of ownership?
  • Free tier available?
  • Clear ROI timeline?
Security & Compliance
CRITICAL 2x
  • Meets data privacy requirements?
  • IT/Security approved?
  • Data control options?
Ease of Use
1x
  • Intuitive interface?
  • Minimal learning curve?
  • Quality documentation?
Team Upskilling
1x
  • Training requirements?
  • Time to competency?
  • Pilot-friendly?
Learning Science
CRITICAL 2x
  • Supports ID principles?
  • Maintains control?
  • Improves outcomes?

Decision Thresholds

Score 1-5 per criterion. Critical items weighted 2x. Max score: 40

35+: Recommend Implementation
! 25-34: Pilot with Small Team
Below 25: Do Not Pursue

Free vs. Paid Tools

Leverage Free When:

Experimenting, non-sensitive data, individual use, proof of concept

Invest in Paid When:

Sensitive data, mission-critical, team-wide, enterprise integration needed

Implementation Workflow

1

Identify Need

What problem are we solving?

→ Document use case and outcomes
2

Research Options

Find 3-5 tools including free options

→ Create comparison shortlist
3

Evaluate Criteria

Score using 6 criteria framework

→ Complete evaluation matrix
4

Security Review

Submit to IT/Security (required)

→ Obtain written clearance
5

Pilot Testing

Test with 2-3 IDs for 30 days

→ Document results and issues
6

Decision & Rollout

Make go/no-go decision

→ Create adoption strategy

Example Evaluation

Microsoft Copilot (M365)

AI Productivity Suite

Total Score: 38/40
Ecosystem
5/5
Cost
5/5
Security
5/5
Usability
4/5
Upskilling
4/5
Effectiveness
4/5

Notes: Already in ecosystem, enterprise security, integrated with existing M365 tools.

Key Principles

  • Security & Learning Science are non-negotiable (2x weight)
  • Always evaluate ecosystem fit before standalone tools
  • Pilot before full rollout for any tool scoring 25-34
  • You decide which tools to use—this framework guides your expertise