Timeline to achieve synergies (Year 1 / Year 2 / Year 3)
Integration complexity and risk assessment
Synergy value vs. premium paid analysis
7. Risk Assessment
Deal-specific risks (top 5, ranked by impact × likelihood)
Mitigation strategies for each risk
Deal-breaker thresholds
Sensitivity of returns to key risk scenarios
8. Transaction Structure & Returns
Proposed structure (asset vs. stock, cash vs. equity mix)
Sources and uses of funds
Pro forma leverage and coverage ratios
Expected returns: IRR, MOIC, payback period
Key assumptions driving returns
9. Recommendation & Next Steps
Clear recommendation with confidence level
Conditions or diligence items to resolve
Proposed timeline for next phase
Required approvals and process steps
Data Aggregation Strategy
1. Pull existing DD data from platform (fast, <1s)
2. Fill gaps with RAG queries over uploaded documents (medium, ~3s)
3. Augment with market context via web research (slower, ~5s)
4. Synthesize into narrative sections with AI (~5-10s)
Quality Standards
Every claim backed by data point with source
Financial figures must reconcile across sections
Clearly separate facts from assumptions from opinions
Use conditional language for projections ("we estimate", "management projects")
Flag data gaps explicitly rather than filling with generic text
Total generation target: 15-20 seconds
Output Formats
Markdown: Primary format for platform display and editing
PDF: Professional layout for IC distribution
PPTX: Presentation format for deal committee meetings
Excel: Supporting financial model and sensitivity tables