Actuarial-Grade E-Discovery

Where EvidenceBecomesVictory.

NeuQuant is a 100% local, air-gapped forensic weapons system for elite litigators. We process 24+ file types—including Teams, Slack, and Workday exports—to build prima facie case matrices in minutes. Zero cloud processing. Zero privilege leakage.

11Specialized Agents

443Files Processed / Sec

100%Local (Air-Gapped)

forensic_pipeline.py

import neuquant # 1. Initialize 100% Local Air-Gapped Enclave enclave = neuquant.Enclave(mode="local_only", compliance="FRE_902_14") # 2. Execute 11-Agent Swarm (7-Stage Workflow) matter_ledger = enclave.process_matter( source="D:/Litigation/Corporate_Export/", strategy="prima_facie_matrix", extract=["ADA_violations", "DARVO_patterns", "temporal_proximity"] ) # 3. Non-Bypassable Output Gate ensures zero hallucination matter_ledger.export_dossier(format="attorney_ready")

The Privilege & Liability Gap

CLOUD-BASED TAR & GENERIC AI

The Privilege Nightmare.

Uploading sensitive discovery to cloud-based LLMs risks immediate waiver of attorney-client privilege. Generic AI relies on probabilistic guessing—hallucinating facts and missing the subtle, multi-document temporal proximity patterns required to prove retaliation. It cannot detect psychological manipulation. It is a liability.

THE NEUQUANT ARSENAL

The Forensic Weapons System.

NeuQuant runs 100% on your local hardware. Our 11-agent swarm extracts entities, maps psychological sentiment like DARVO (Deny, Attack, Reverse Victim/Offender), and identifies evidentiary gaps. Every finding is hashed via SHA-256 for absolute, FRE 902(13)/(14) compliant court admissibility.

Battle-Tested Intelligence

Cordero v. Fish

STATUS: VERIFIED

This is not a concept. In complex employment litigation, NeuQuant autonomously ingested raw discovery dumps, mapped accommodation request timelines against retaliatory actions, and constructed a complete prima facie case matrix in minutes—performing the work of a $500/hour associate and catching temporal patterns invisible at human scale.

11,054

Emails Ingested

2,893

Anomalies Flagged

ADA Violations Found

Prima Facie Matrix

02. The Legal Arsenal

NeuQuant executes a 7-stage closed-loop workflow: Intake → Vault → Analysis → Attorney-Ready → Research → Navigator → Updates. It identifies gaps in your evidence and tells you exactly what is missing before depositions begin.

11-Agent Multi-Modal Swarm

Dedicated agents for audio, video, documents, emails, OCR, and behavioral analysis. NeuQuant fuses 24+ file types simultaneously, processing unstructured data at an unprecedented 443 files per second.

II.

DARVO & Psychological Sentiment

NeuQuant moves beyond keyword search. It automatically extracts ICD-10 medical codes and maps psychological manipulation (gaslighting, DARVO patterns), turning "he said/she said" into mathematical certainty across thousands of emails.

III.

Non-Bypassable Output Gate

An ethical commitment baked into the architecture. A default-deny gate prevents unverified analysis from reaching clients. If the system isn't confident, the output gets blocked. We do not deliver garbage.

IV.

Cryptographic Chain of Custody

Every step is sealed with a SHA-256 hash. If opposing counsel challenges the evidence handling, you can prove mathematically that nothing was altered. Court-ready documentation for federal and state proceedings.