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Peer-Reviewed at ICCS 2026

Deterministic Rules Decide.
AI Explains.

Built for small and mid-sized law firms. Upload any client contract and get an auditable risk report in seconds — deterministic rules catch what matters, AI only explains why.

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Deterministic Rules
Peer-Reviewed Research

Three steps to auditable risk analysis

Upload Your Contract

Upload a PDF or DOCX. TriageCounsel extracts text using deterministic parsing — no AI involved in extraction.

Rules Engine Analyzes

A growing library of deterministic rules scans for risk patterns. Every finding is traceable to a specific rule and clause.

AI Explains Findings

An LLM generates plain-language explanations for each finding. It explains — it never decides.

Deterministic, not probabilistic

Other AI Contract Tools

  • AI makes the decisions — black box
  • Results change between runs
  • No audit trail for findings

Triage Counsel

  • Deterministic rules decide — fully auditable
  • Same input always produces the same output
  • Every finding links to rule ID and clause

Every rule, every release, verified

The rule library isn't a fixed catalog — it grows every release, and every rule added goes through this same check before it ships.

Detection rules in the engine
Every rule maps to a scored, 11-factor severity vector · +5 this release
185
Automated tests
Positive, negative, and messy-formatting cases per rule · +11 this release
508
Real SEC contracts analyzed
Party-named filings, 4K–720K characters each, 12 practice areas
63
Engine crashes on real filings
Messy PDF-extracted text, inconsistent formatting, redactions
0
False positives found & fixed
Read against the actual matched clause text, then reverified on the same 63 documents
12 / 12
Coverage gaps discovered & closed
Real clause types the ruleset didn't yet cover, found via the corpus above
5 / 5
Deterministic reproducibility
Same document in, same findings out, every time
100%

185 today — next release already in progress

91 v5.0
117 v6.0
180 v7.0
185 v7.1

Published at ICCS 2026

TriageCounsel's architecture was peer-reviewed and accepted at the International Conference on Computational Science (ICCS 2026). Read the full paper and benchmarks.

Read the Research

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