Deal Screening & Underwriting Copilot
Offering memoranda, rent rolls, and T-12s parsed into your underwriting model, screened against your criteria, with every assumption traceable to a source page.
- Segment
- Investment & Development
- Discipline
- AI Systems
- Typical build
- 10–16 weeks
- Profile
- 03 of 06
/ The problem
Analyst capacity, not deal flow, is the constraint. Documents are re-keyed by hand, so the funnel narrows at the top and promising deals expire in the queue. Worse, the screening criteria that supposedly govern the pipeline live in a spreadsheet that has quietly diverged from what the committee actually approves.
/ Architecture
5 stages, each one observable and individually replaceable.
- 01Ingest
PDF and spreadsheet intake with layout-aware parsing for rent rolls, operating statements, and OMs.
- 02Extract
Line items mapped to your chart of accounts; every extracted value linked to its source page and coordinates.
- 03Model
Populated into your underwriting template — your formulas, not ours — with assumptions flagged by confidence.
- 04Screen
Deals scored against codified investment criteria; near-misses surfaced rather than silently dropped.
- 05Review
Analyst confirms or corrects; corrections feed the evaluation set that tunes the next extraction.
Stack
What people actually use
- Deal inbox with screening score and rationale
- Side-by-side extraction review against source document
- Populated underwriting model export
- Pipeline dashboard by market, sponsor, and stage
How we know it works
- Deals screened per analyst per week
- Extraction accuracy by field class
- Time from OM receipt to committee-ready model
- Correction rate trend across releases
Baselines are captured during discovery so the effect of the system is measurable against the process it replaced — not asserted afterward.
/ Build this
Want one of these
running in your operation?
Thirty minutes. We map one workflow, size what fixing it is worth, and tell you honestly whether we're the right build partner for it.
Engagement profile
- First build
- One system, 6–12 weeks, production-ready
- Team
- Senior engineers only — no offshore handoff
- Stack
- TypeScript, Next.js, Postgres, Python, LLM infra
- You keep
- Source, data, infrastructure, documentation
