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AI / MLLounsbery Law Office, PC202516 weeks

LitiCore: Ai Legal Intelligence

The AI co-counsel that prepares your case before you open your briefcase.

Lounsbery Law Office, PC

Case Study · 2025

Smart Document IntakeAI Fact Extraction & CorroborationTrial-Ready Document GenerationWitness & Narrative ManagementCCPA-Ready Access Control

About this product

An AI-powered legal intelligence platform that transforms complex case files into structured, trial-ready outputs — automating document intake, fact extraction, witness management, and closing argument drafts so litigation teams spend their time on strategy, not paperwork.

Timeline

16 weeks

Category

AI / ML

Delivered

2025

Stack

PythonFastAPILangChainOpenAI GPT-4oRAG (Retrieval-Augmented Generation)Pinecone (Vector DB)Next.jsPostgreSQLAWS S3AWS LambdaFigma

Product Preview

LitiCore: Ai Legal Intelligence preview

Why it works

Measurable impact, by design

65%

Faster Case Preparation

prep cycles reduced from days to hours

85%

More Key Facts Captured

structured extraction vs. manual review

Litigation Throughput

heavier case volume with the same team

100%

Grounded AI Output

every insight cited back to its source

Overview

The situation

Litigation teams at Lounsbery Law Office were spending the majority of their preparation time on tasks a computer should be doing — reading through hundreds of pages of discovery documents, manually cross-referencing witness statements, extracting key facts from filings, and drafting routine trial documents from scratch. The actual legal strategy — the part only an attorney can do — was getting compressed into whatever time was left. We built a Legal Intelligence System that inverted that equation: AI handles the intake, organisation, extraction, and initial drafting, so attorneys can arrive at strategy with everything already prepared.

Challenge

What we had to solve

Legal AI has a trust problem that most implementations ignore: if the system produces a hallucinated fact in a trial document, the consequences aren't a bad user experience — they're professional liability. The system had to be not just accurate, but verifiably accurate. Every extracted fact, every generated question, every summary had to be traceable back to its source document with a specific citation. Beyond accuracy, the output had to be genuinely useful in a courtroom context — not just summaries, but editable Word documents structured the way attorneys actually think: case overviews, discovery digests, direct and cross-examination questions, witness profiles, and closing argument drafts.

What it does

Core capabilities

01Capability 01

Smart Document Intake & Classification

The system securely processes hundreds of pages of legal PDFs and mixed case materials, automatically categorising content into witnesses, events, evidence, allegations, and timelines on upload. Attorneys receive a structured high-level case overview immediately — with deep navigation through linked source files available for thorough review. What previously required a paralegal to spend days organising a discovery package now happens in minutes, giving the entire team a shared, structured understanding of the case from day one.

02Capability 02

Fact Extraction & Cross-Document Corroboration

The extraction engine analyses filings, discovery packets, communications, and evidentiary materials simultaneously — surfacing key facts, flagging hearsay indicators, and cross-linking mentions of the same person or event across multiple documents. Contradictions between witness accounts are automatically highlighted, and every extracted fact is linked to its source document, page, and paragraph. Attorneys can navigate directly to the supporting passage with a single click, turning weeks of manual cross-referencing into a structured, navigable evidence map.

03Capability 03

Trial-Ready Document Generation

From uploaded case files, the system generates structured, editable Word documents that attorneys can take directly into trial preparation: Case Overviews, Discovery Digests, Direct and Cross-Examination Questions, Witness Summaries, and Closing Argument drafts. Every generated document is grounded in evidence — each examination question cites the deposition or filing it draws from, and every claim in the closing draft links to its evidentiary basis. Attorneys receive a fully drafted, citation-backed starting point to refine rather than a blank page to fill.

04Capability 04

Witness & Narrative Management

The platform consolidates every statement, evidence reference, timeline entry, and contextual relationship into a unified per-witness view — showing each witness's role, relevance, supporting materials, and contradictions with other accounts in a single interface. Teams can identify the strongest lines of questioning, spot gaps in witness coverage, and craft more strategic narratives before setting foot in a courtroom. Combined with CCPA-ready access controls and user-level permissioning, the entire case library remains confidential, structured, and audit-ready.

Outcomes

Litigation teams that prepare faster, argue stronger.

65%

Faster case preparation

prep cycles cut from days to hours across all case types

85%

More key facts captured per case

structured extraction surfaced what manual review missed

Higher litigation workflow throughput

same team, heavier case volume — no additional headcount

100%

Grounded AI output

every fact and draft tied to a cited source document

5

Trial document types auto-generated

overviews, digests, examination questions, and closing drafts

16wks

Delivered on schedule

discovery to production-ready legal AI platform

"

Markovate delivered exactly what we needed. Every feature worked as promised, and their communication was exceptional throughout the project. They were quick to respond, open to feedback, and always brought smart solutions to complex challenges. The result is a system that has significantly improved the speed and accuracy of our case preparation.

LL

Owner, Lounsbery Law Office, PC

Client, Litigation Practice

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