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Litigation Research
Rapid case law review with jurisdiction-aware citations and negative-treatment alerts.
Legal-tech / AI Legal Research Software
AI Legal Research Software
We engineer AI legal research platforms that return jurisdiction-aware, citation-grounded answers in seconds — replacing hours of manual case law review with AI that attorneys actually trust.
80%
Reduction in research hours per matter
0
Hallucinated citations (grounded-only output)
Private
VPC, on-prem, and air-gap deployment
Trusted by global innovators
Industry Overview
AI Legal Research Software: Engineered End-to-End
Legal research AI has earned a rough reputation — fabricated case cites, missing jurisdiction filters, and privilege risk on public APIs. We build platforms that solve those problems: every citation grounded, every answer jurisdiction-aware, and every model call inside your security perimeter.
Industry Challenges
What Stops Most Teams From Solving This Today
Common friction points we hear from legal-tech teams scoping this kind of platform.
Hallucinated Cites: Consumer LLMs routinely invent cases, ruining attorney-client trust in AI.
Jurisdiction Blindness: Generic models surface authority that doesn't bind (or even apply) in the matter's jurisdiction.
Privilege & PII Risk: Sending memos or client facts to public APIs is a malpractice-grade risk.
Stale Corpora: Research tools relying on snapshot data miss recent opinions, dockets, and secondary sources.
Our Approach
Our Engineering Approach
We engineer for the operational reality — not the demo.
Citation-Grounded RAG
Every answer retrieves and cites real primary and secondary authority — no ungrounded text is ever shown to attorneys.
Jurisdiction-Aware Retrieval
Retrieval filters on jurisdiction, court level, and temporal validity so attorneys see authority that actually binds.
Private Model Deployment
On-prem, VPC, or air-gapped deployment with zero outbound API calls for privileged content.
Capabilities
Capabilities
Production-grade features the platform ships with from day one.
Grounded Q&A
Natural-language queries answered with linked, verifiable citations to primary authority.
Case Law Search
Semantic + keyword hybrid search across federal, state, and tribal case law.
Statute & Reg Analysis
Statutes, regulations, and legislative history retrieval with cross-reference resolution.
Memo Drafting
Research-backed memo and brief drafting with paragraph-level citation.
Negative Treatment Alerts
Automatic flagging of overruled, distinguished, or criticized authority.
Jurisdiction Filters
Binding, persuasive, and temporal filters applied at retrieval time.
Matter Context
Per-matter knowledge bases so research is grounded in your client and case facts.
Audit & Citations Export
Per-query audit trail and exportable citation bundles for reviewers.
How It Works
Reference Architecture
How data and decisions flow end-to-end.
Corpus Ingestion
Licensed case law, statutes, regs, and firm-owned materials ingested and chunked.
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1
Jurisdiction-Aware Index
Vector + keyword indices with jurisdiction, date, and court-level metadata.
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2
RAG Engine
Retrieval, reranking, and grounding with strict no-ungrounded-output guardrails.
03
3
Attorney Workspace
Research UI with citations, treatment signals, and drafting tools.
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4
Private Inference
Self-hosted LLMs and embeddings inside your VPC or on-prem.
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5
Engineering Stack
Technology Stack
A pragmatic stack chosen for reliability, speed, and ease of operation.
AI / ML
LlamaMistralGPT-4AnthropicBGE embeddings
Retrieval
QdrantWeaviatepgvectorOpenSearch
Backend
PythonFastAPINode.jsPostgreSQL
Frontend
Next.jsReactTailwind
Legal Data
CourtListenerPACERState docketsLicensed corpora
Infra
KubernetesVaultVPC / On-prem
Measured Impact
Measured Impact
Quantified outcomes from production deployments.
80%
Research hours saved
<2s
Median grounded answer latency
100%
Citations linked to primary source
Zero
External API calls on privileged queries
Regional Litigation Firm Research Acceleration
A 180-attorney regional litigation firm wanted AI research without sending client facts to public LLM providers. We built a VPC-deployed platform with a private Llama stack, jurisdiction-aware retrieval, and negative-treatment flags tied to their existing citator subscription.
Within six months, attorneys cut median research time per matter by 80%, first-year associates produced citation-backed memos 3× faster, and the firm passed its annual cyber-insurance review with zero AI-related findings — a first.
Case Study
Use Cases
Where This Earns Its Keep
Common deployment patterns we see across customers.
02
Transactional Diligence
Regulatory and case law research during M&A and financing diligence.
03
Regulatory & Compliance
Statute, regulation, and agency-guidance research for regulated clients.
04
Appellate Brief Prep
Issue-focused research with brief-ready citation bundles.
05
In-House Counsel
Fast, privileged research for corporate legal teams without outside-counsel turnaround.
06
Legal Aid & Pro Bono
Affordable, grounded research tooling for access-to-justice organizations.
Integrations
Integrates With Your Existing Stack
We connect to the systems your teams already know.
DMS
iManageNetDocumentsSharePoint
Authoring
Microsoft Word
Practice Mgmt
Clio
Drafting
Litera
Legal Data
WestlawLexisNexis
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.
01
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.
03
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.
Cross-Industry Reach
The Same Engineering Patterns, Across Other Industries
The technical patterns behind this platform translate naturally into adjacent verticals.
Frequently Asked Questions
Our generation pipeline physically cannot return text that isn't tied to retrieved authority — an output-guard step rejects any passage without a grounded citation. Every cite resolves to a linked primary source the attorney can open.
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.