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Litigation Discovery
Multi-terabyte litigation with predictive coding and TAR.
Legal-tech / Secure E-Discovery & Disclosure Platform
Secure E-Discovery & Disclosure Platform
We engineer e-discovery and disclosure platforms designed for multi-terabyte litigation — with deduplication, OCR, predictive coding, and granular access controls baked into the foundation.
Petabyte-scale
Document ingestion and review
TAR 2.0
Predictive coding with continuous active learning
Region-Locked
Data residency by jurisdiction
Trusted by global innovators
Industry Overview
Secure E-Discovery & Disclosure Platform: Engineered End-to-End
E-discovery platforms have to balance scale, defensibility, and security. We build them as engineering systems — with the same care for performance and audit that fintech demands of its core platforms.
Industry Challenges
What Stops Most Teams From Solving This Today
Common friction points we hear from legal-tech teams scoping this kind of platform.
Vendor Cost: Per-GB pricing on legacy platforms makes large matters financially untenable.
Performance Walls: Review platforms slow to a crawl on multi-million-document cases.
Cross-Border Complexity: Data residency rules demand jurisdiction-aware ingestion and processing.
Predictive Coding Defensibility: Court-defensible TAR requires careful validation, sampling, and reporting.
Our Approach
Our Engineering Approach
We engineer for the operational reality — not the demo.
Cost-Predictable Architecture
Per-tenant infrastructure that scales linearly without per-GB surprises.
Performance at Scale
Sub-second search and review across multi-terabyte corpora.
Defensible TAR 2.0
Continuous active learning with full statistical validation and audit.
Capabilities
Capabilities
Production-grade features the platform ships with from day one.
Forensic Ingestion
Hash-verified ingestion from custodian collections, mailbox exports, and chat archives.
OCR & Translation
High-quality OCR with multi-language support and inline translation.
Deduplication & Threading
Email threading, near-dupe detection, and family preservation.
Predictive Coding
TAR 2.0 with continuous active learning and statistical reporting.
Privilege Detection
ML-assisted privilege identification with reviewer queues.
Granular Access Controls
Matter, client, and reviewer-level access with audit logs.
Production & Bates
Configurable production sets with Bates numbering and load file generation.
Cross-Border Hosting
Jurisdiction-aware data residency with regional processing.
How It Works
Reference Architecture
How data and decisions flow end-to-end.
Forensic Intake
Hash-verified ingestion with chain of custody preserved.
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1
Processing Pipeline
OCR, dedupe, threading, and metadata extraction.
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2
TAR / Search
Predictive coding, search, and review with sub-second performance.
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3
Privilege & Production
Privilege detection, redaction, and production set generation.
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4
Reporting & Defensibility
Statistical sampling, validation reports, and full audit trail.
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5
Engineering Stack
Technology Stack
A pragmatic stack chosen for reliability, speed, and ease of operation.
Processing
Apache TikaTesseractCustom OCRPython
Search
ElasticsearchOpenSearchVespaVector Search
Storage
S3 / GCSPostgreSQLMinIO
ML
PyTorchscikit-learnLlamaMistral
Frontend
Next.jsReactTailwindPDF.js
Infra
KubernetesVaultTerraformVPC
Measured Impact
Measured Impact
Quantified outcomes from production deployments.
Petabyte+
Ingestion capacity
<800ms
Median review search latency
60%
Lower per-matter cost vs. legacy
100%
Auditable TAR decisions
Cross-Border Antitrust Discovery
An international firm needed an e-discovery platform for a multi-jurisdiction antitrust matter spanning four countries with strict data residency requirements.
We delivered a regionally distributed platform that kept data in-country while presenting reviewers with a unified workspace — 3.4 petabytes processed, 11M documents reviewed, no data residency exceptions.
Case Study
Use Cases
Where This Earns Its Keep
Common deployment patterns we see across customers.
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Regulatory Investigations
Government investigations with strict chain-of-custody requirements.
03
Internal Investigations
Sensitive internal investigations with locked-down access controls.
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Subject Access Requests
GDPR / CCPA SAR processing at enterprise scale.
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Compliance Reviews
Periodic compliance reviews with TAR-assisted classification.
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M&A Due Diligence
Document review for transactional matters.
Integrations
Integrates With Your Existing Stack
We connect to the systems your teams already know.
Source
Microsoft 365Google WorkspaceSlackBox
Migration
Relativity
DMS
iManage
Compliance-First Development Services Backed by Global Standards
We build secure, scalable products designed for privacy, interoperability, and regulatory readiness from day one across every sector we serve.
General Data Protection Regulation
Implement lawful consent flows, data minimization, and secure processing for global data privacy.
Service Organization Control 2
Verified controls for security, availability, and confidentiality of enterprise data systems.
Information Security Management
Adhering to the international gold standard for managing information security risks.
Our Edge
Why Global Leaders Choose Us
We combine deep technical expertise with industry-specific knowledge to deliver solutions that aren't just functional, but transformational.
Enterprise-Grade Security
We implement rigorous security protocols and compliance standards (HIPAA, GDPR, SOC2) across all industrial solutions to protect sensitive data.
High-Performance Scaling
Our architectures are built to handle massive data loads and user bases, ensuring seamless performance whether you're serving ten or ten million.
Accelerated Time-to-Market
Leveraging our suite of internal tools and proven frameworks, we reduce development cycles and get your product to market 40% faster.
Embedded AI Integration
Beyond simple wrappers, we build deep-learning integrations and predictive analytics directly into the core of your industry-specific workflows.
Engagement Model
Engagement Model
Predictable, structured delivery from kickoff through long-term ownership.
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Discovery & Scoping
We map the existing systems, constraints, and stakeholders to scope a focused 8–12 week first delivery.
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Architecture & Pilot
A working slice on a representative environment — proving the data flow end-to-end before scaling.
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Production Engineering
Hardened services, observability, access controls, and audit logging go live behind your IAM.
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Operate & Iterate
We stay on as the embedded engineering team — closing tickets, tuning models, and shipping new value.
Voices of Success
We don't just build products; we forge lasting partnerships. See how we've helped industry leaders transform their vision into technical reality.
"I can clearly see how Agnotic has a unique way of handling end-to-end development. They are always active on quick chat and provide support quickly."
Aaron Phelan
Founder, Benchmark
"Agnotic is the best technical team we evaluated. Their engineering excellence made our work dramatically easier and allowed us to stay focused on what matters most for maternal care outcomes. They took full ownership of the technical execution, and we are always happy to continue working together."
Kim Smith
Founder, My Lauren
"Agnotic combines deep technical expertise with strong domain knowledge. They understand the business context, anticipate challenges, and make collaboration smooth and effective."
John Pasmore
Founder, Latimer
More in Legal-tech
More Legal-tech Solutions
Explore other production-grade engineering platforms we deliver across legal-tech.
AI-Assisted Contract Analysis
Same privacy-first AI patterns applied to contract review.
E-Discovery Software Solutions
Productized SaaS/on-prem e-discovery for corporate legal ops and mid-market firms.
RegTech & Compliance Software
Feed regulatory-investigation findings into obligation and controls workflows.
Cross-Industry Reach
The Same Engineering Patterns, Across Other Industries
The technical patterns behind this platform translate naturally into adjacent verticals.
Frequently Asked Questions
Yes. We support TAR 2.0 with continuous active learning, statistical validation, and full reporting that meets the defensibility bar set in major cases.
Industries
A Unified Vision that Caters to Diverse Industry Demands
Build your next legal-tech platform with us
We engineer production-grade legal-tech platforms end-to-end. Talk to us about scoping a focused 8-week pilot.