60%
Paralegal hours reclaimed
ScaleTeam · Case Study
Legal Document Triage Agent
ClaudeLangGraphPostgresAWS Textract
60%Reduction in paralegal hours per case100%Citations traceable to source18sAverage doc-to-route time
Chapter 01The Brief
Buried under
inbound documents.
The firm was receiving thousands of inbound documents per month — contracts, NDAs, discovery — all manually triaged by senior paralegals.
Cycle time was variable, the most expensive humans were doing the cheapest work, and audit trails were patchy.
Chapter 02The Build
A traceable,
multi-step agent.
- 01
Email + portal intake → OCR (Textract) → normalized JSON envelope.
- 02
Classifier graph with confidence thresholds + human-in-the-loop fallback.
- 03
Clause extraction with citations back to the source page + character range.
- 04
Routing rules engine that respects attorney load + matter ownership.
Chapter 03The Outcome
Hours back,
audit clean.
18s
Median doc-to-route time
100%
Citation-traceable extractions
Ch 04Start Something
Your Product could be next.
Tell us about your project — We'll show you what's possible, what it costs, and what we'd ship first.
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