Forensic E-Discovery for Licensed Litigators

Where Evidence Becomes Victory.

Cloud AI can create privilege-waiver exposure. NeuQuant runs 100% on your hardware.

A forensic e-discovery and analysis engine designed for elite litigators. NeuQuant ingests Outlook, email-archive, and Office formats on dedicated hardware, runs a closed-loop analytical pipeline, and emits a SHA-256-sealed evidence record — designed to support FRE 902(13)/(14) self-authentication. Customer matter data never leaves your environment.
5Stage Agentic Pipeline
ThousandsFiles / Session
100%MATTER DATA STAYS LOCAL
forensic_pipeline.py
import neuquant # 1. Initialize local-only forensic enclave enclave = neuquant.Enclave(mode="local_only") # 2. Run multi-stage analytical workflow matter_ledger = enclave.process_matter( source="/cases/corporate_export/", strategy="prima_facie_matrix", extract=["ADA_signals", "DARVO_patterns", "temporal_proximity"] ) # 3. SHA-256 sealed export, attorney-ready matter_ledger.export_production(format="manifest+jsonl")
The Privilege & Liability Gap
CLOUD-BASED TAR & GENERIC AI

The Privilege Nightmare.

Uploading sensitive discovery to cloud-based LLMs creates immediate waiver exposure under most privilege regimes. Generic AI relies on probabilistic guessing — hallucinating citations, missing the multi-document temporal-proximity patterns required to prove retaliation, and producing output your opposing counsel can frame as unverifiable.

THE NEUQUANT ARSENAL

The Forensic Posture.

NeuQuant is designed for air-gapped deployment. Customer matter data is processed locally on dedicated hardware. The analytical pipeline extracts entities, flags linguistic patterns consistent with DARVO-style rhetorical structures for attorney review, and identifies evidentiary gaps. Every artifact is SHA-256-sealed — designed to support FRE 902(13)/(14) self-authentication via cryptographic chain of custody.

Reference Run

Employment Retaliation — ADA + FMLA

COMPOSITE / CLOSED MATTER
COMPOSITE REFERENCE RUN FROM A CLOSED MATTER. ALL IDENTIFYING DETAILS REMOVED PER APPLICABLE CONFIDENTIALITY RULES (CF. ABA MODEL RULE 1.6; TEX. DISCIPLINARY R. PROF. CONDUCT 1.05). ENGINEERED TO ILLUSTRATE THE ANALYTICAL PIPELINE; NUMBERS ARE REPRESENTATIVE, NOT HISTORICAL PERFORMANCE.

In complex employment litigation, NeuQuant autonomously ingested a raw discovery dump, mapped accommodation-request timelines against subsequent adverse actions, and constructed a complete prima-facie case matrix — compressing dozens of associate-hours of review into minutes — for attorney verification.

11,054
Emails Ingested
2,893
Anomalies Flagged
8
ADA Signals Mapped
1
Prima Facie Matrix Constructed
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NEUQUANT IS A FORENSIC ANALYSIS TOOL FOR LICENSED ATTORNEYS. OUTPUT IS FOR ATTORNEY REVIEW AND DOES NOT CONSTITUTE LEGAL ADVICE.
02. The Legal Arsenal

Powered by the AuraQuan IDBE Framework.

NeuQuant executes a closed-loop analytical workflow: Ingest → Identify → Process → Analyze → Vault. It identifies gaps in your evidence and tells you exactly what is missing before depositions begin.

I.

5-Stage Multi-Modal Pipeline

INGEST → IDENTIFY → PROCESS → ANALYZE → VAULT. Dedicated stages for audio, video, documents, emails, OCR, and behavioral analysis. NeuQuant fuses multiple file types simultaneously.

II.

DARVO & Linguistic Pattern Analysis

NeuQuant moves beyond keyword search. It flags linguistic patterns consistent with DARVO-style rhetorical structures for attorney review, and extracts ICD-10 code references found in correspondence for attorney follow-up — no clinical diagnosis is performed.

III.

Policy-Enforced Output Gate

A default-deny output gate baked into the architecture. Unverified analysis does not leave the system. Confidence thresholds and policy rules are enforced before any artifact is released to attorney review.

IV.

Cryptographic Chain of Custody

Every step is sealed with a SHA-256 hash. If opposing counsel challenges evidence handling, the manifest is mathematically reconstructible — outputs are designed to support FRE 902(13)/(14) self-authentication via cryptographic chain of custody.

03. Beyond the Single Case

The $500 Genesis Audit is the entry surface. For firms with recurring or active-litigation volume:

Retainer
$4,900/month

Monthly Retainer

Full-service engagement for active-litigation practices. Unlimited cases, dedicated support, custom workflows, and direct input into the engine's analytical roadmap.

Start the Monthly Retainer Pilot →
FRE 902 — Procedural Note

How FRE 902(13)/(14) Self-Authentication Works With NeuQuant

FRE 902(13)/(14) certifications are executed by counsel or a designated qualified custodian. NeuQuant produces the SHA-256 manifest and audit log that the declaration relies on; it does not itself execute the certification. Admissibility is determined by the court.

For matter intake, contact via gated intake form (do not include privileged content in initial email): cases@neuquant.com