Title & Closing Document Abstraction
Commitments, closing packages, and loan files read, validated, and reconciled — with confidence scoring, review gates, and a complete audit trail.
- Segment
- Title, Escrow & Lending
- Discipline
- AI Systems
- Typical build
- 10–14 weeks
- Profile
- 06 of 06
/ The problem
Document review is the cycle-time bottleneck and the largest labor line in the file. It is also the workflow where an unreviewed automated mistake is genuinely costly, which is exactly why most attempts at automating it are either too timid to help or too aggressive to trust.
/ Architecture
5 stages, each one observable and individually replaceable.
- 01Classify
Package split into constituent documents and typed before any extraction is attempted.
- 02Extract
Field-level extraction per document type, each value carrying a confidence score and source citation.
- 03Validate
Cross-document reconciliation — legal descriptions, vesting, amounts, and dates checked against each other.
- 04Gate
Anything below threshold, or in a designated high-risk class, routes to a named human reviewer.
- 05Record
Every decision, model version, and reviewer action written to an immutable audit log.
Stack
What people actually use
- Reviewer workspace with document and extraction side by side
- Exception and clearance queue with aging
- File status portal for agents and borrowers
- Audit export for examination and internal QC
How we know it works
- Straight-through processing rate by document type
- Field-level extraction precision and recall
- Median file cycle time
- Reviewer time per file
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