AI Due Diligence
AI Due Diligence for M&A, Private Equity and Strategic Investment
FrontierScaleAI helps investors and acquirers assess AI capability, AI risk, governance maturity and value creation potential — before committing capital.
Why it matters
AI claims are common. AI capability is rarer.
AI now features in most investment narratives, but buyers need to know whether a target's AI capabilities are real, defensible, scalable, governed and commercially meaningful. FrontierScaleAI brings a structured, investor-grade view — separating product marketing from durable AI advantage.
- Inflated AI claims
- Unclear model ownership
- Dependency on external providers
- Weak governance
- Poor data quality
- Technical debt
- Regulatory exposure
- Unproven AI economics
- Security and privacy risks
- Lack of defensible IP
Investment committee summary
Confidential draftAI Due Diligence Scorecard
- Commercial AI potential
- Technical AI maturity
- Data & model risk
- Governance & controls
- Regulatory exposure
- Value creation upside
What we assess
Six assessment pillars for investor-grade AI diligence
A structured, repeatable playbook covering commercial, technical, data, governance, safety and value creation dimensions.
Pillar 01
AI Strategy and Commercial Potential
- AI use case quality
- Revenue impact
- Cost reduction potential
- Product differentiation
- Customer adoption
- Competitive moat
- AI roadmap credibility
Pillar 02
Technology and Architecture
- Model architecture
- LLM dependencies
- Vendor reliance
- Build vs buy
- Scalability
- Integration complexity
- Technical debt
- Engineering maturity
Pillar 03
Data and Model Risk
- Data quality
- Data rights and lineage
- Model performance
- Explainability
- Bias and fairness
- Monitoring
- Model lifecycle controls
Pillar 04
Governance and Compliance
- AI governance maturity
- Responsible AI controls
- Regulatory readiness
- EU AI Act exposure
- Privacy and data protection
- Security controls
- Audit evidence
- Board oversight
Pillar 05
AI Safety and Operational Risk
- Safety testing
- Prompt injection resilience
- Jailbreak risk
- Agentic AI risks
- Unsafe tool use
- Human oversight
- Resilience and incident response
Pillar 06
Value Creation and Post-Deal Roadmap
- Growth opportunities
- Efficiency opportunities
- Governance uplift
- Operating model changes
- Investment required
- 100-day plan
- Board reporting
Deliverables
Investment-committee ready outputs
- AI due diligence report
- AI capability scorecard
- AI risk heatmap
- Technology and architecture assessment
- AI governance maturity assessment
- Regulatory exposure summary
- AI value creation roadmap
- 100-day post-deal action plan
- Executive investment committee summary
Who it is for
Built for investors and acquirers
- Private equity firms
- Corporate acquirers
- Venture and growth investors
- Infrastructure investors
- Operating partners
- Investment committees
- Portfolio company boards
- Corporate development teams
Related
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Bring investor-grade rigour to your next AI-heavy deal
Speak with FrontierScaleAI about pre-sign diligence, portfolio AI reviews or value creation planning.