From source files to a reviewable deliverable.
This illustrative sprint shows how a recurring investment workflow moves from scattered context to an Office-ready output with sources, review steps, and clear human ownership.
How a sprint moves from context to capability
Click any stage below to inspect its inputs, process, and deliverables:
Context agreed
We configure trust boundaries, load your house template, and declare approved memory sources before any drafting occurs.
- Firm template
- Prior memo
- Investment checklist
- Model
- Reviewer preferences
“The workflow begins by agreeing what the AI may use and what good output looks like.”
Sample deliverable artifact
Generated in the firm’s native Word format (.docx) with verifiable Excel cell lineage:
Project Alder — Investment Committee Memo
Illustrative workflow
Project Alder is a profitable vertical software business with recurring revenue, a concentrated customer base, and clear cross-sell potential. The first-pass case is credible but depends on retention assumptions and margin progression that require diligence.
| Metric | Value | Source | Status |
|---|---|---|---|
| Revenue | $48.2 million | Model_v12.xlsx · RevenueBuild | Sourced |
| EBITDA margin | 22.4% | Model_v12.xlsx · P&L tab | Derived |
| Revenue growth | 17.8% | 10-Q, income statement | Sourced |
- Recurring revenue with high renewal rates.
- Cross-sell into an adjacent product line.
- Margin path depends on sales hiring cadence.
- Customer concentration above peer median.
- Retention assumption sensitive to two large accounts.
- Working capital seasonality not yet confirmed.
- Customer-by-customer retention detail
- Sales pipeline by stage
- Working capital seasonality
- Confirm revenue ties to model.
- Validate retention assumption.
- Separate facts from interpretation.
- Mark judgment areas clearly.
| Claim | Status |
|---|---|
Revenue $48.2m Model_v12.xlsx · RevenueBuild tab | Verified |
Customer concentration Q2 transcript, p.7 | Needs analyst |
Margin guidance 10-Q, MD&A section | Needs analyst |
Net leverage assumption Internal model note | Escalate to lead |
Comparable transactions Licensed dataset export | Verify comparability |
Want to test this against one of your deliverables?
Send us the recurring document your team dreads drafting. The first conversation can use public data only.