Foundation
Court data · Judgments · Orders · Statutes · Regulations · Metadata
Litigation Intelligence
Designing the Intelligence Layer for Indian Litigation.
An AI-powered platform I'm currently building to transform fragmented court data into evidence-backed litigation intelligence - helping lawyers move from finding information to making better decisions.
Court
dataEvidence-backed
insightsLitigation
decisions
dataEvidence-backed
insightsLitigation
decisions
LitigationIntelligenceEngine
Role
Co-founder
Product & UX
Status
Currently Building
Product
AI-powered SaaS
Domain
LegalTech
01 / The reality
The problem is not a lack of legal information. It is the work required to connect it.
Judgments, orders, statutes, regulations, case histories, and court records live across fragmented sources. Lawyers still carry the burden of finding, reading, comparing, interpreting, and remembering what matters.
JudgmentsOrdersStatutesRegulationsCase historyCourt records?
02 / The product shift
From search
to intelligence.
Traditional legal searchQuestionSearchCasesReadInterpretDecide
Litigation intelligenceMatterEvidencePatternsPrecedentRiskStrategy
03 / Product thesis
A decision system needs three connected layers.
The platform is not a chatbot placed over case law. It connects dependable legal foundations to an intelligence model and the workflows where legal decisions are actually made.
Intelligence
Similar cases · Precedent · Judge / Bench · Patterns · Risk · Strategy
Workflow
Matters · Drafting · Collaboration · Clients · Research · CRM
04 / The core product
The Litigation Intelligence Engine.
The Engine is the product. The interface is how lawyers interrogate it.
Input
Matter / Legal query
→Understanding
Facts · Issues · Arguments · Entities
→Retrieval
Judgments · Orders · Statutes · Precedent
→Intelligence
Relationships · Patterns · Similarity · Risk
→Reasoning
Evidence · Contradictions · Confidence
→Output
Evidence · Risk · Precedent · Strategy
→05 / Lawyer journey
Designed around the progression of legal reasoning.
The experience should help a lawyer move through the matter without flattening ambiguity or hiding the work behind a single answer.
- 01Understand the matter
- 02Build legal context
- 03Discover similar litigation
- 04Understand patterns
- 05Evaluate risk
- 06Build strategy
06 / The MVP wedge
Start narrow.
Learn deeply.
Expand intelligently.
The first proving ground is a Bombay High Court Bail Index - focused enough to structure deeply, test retrieval, explore case similarity, and learn what trustworthy intelligence must explain.
IndiaBombay High CourtBail mattersStructured court dataIntelligence experimentsEngineFuture: Civil · Commercial · Criminal
07 / AI UX and trust
Useful intelligence cannot pretend certainty.
Every output needs a visible relationship to the record: what is known, what is detected, what is inferred, and where a lawyer must review.
Court recordFactPatternAI inferenceStrategic signal
Show strength and limitations, not false precision.
Connect every material claim to its source.
Make case similarity and reasoning inspectable.
Keep legal judgment visibly in control.
08 / Information architecture
One matter. Four connected workspaces.
Matters
Overview · Facts · Issues · Timeline · Documents
Research
Judgments · Statutes · Similar Cases · Precedent
Intelligence
Similarity · Judge / Bench · Patterns · Risk · Strategy
Workspace
Drafts · Notes · Team · Clients
09 / Pivotal experiences
Conceptual product views for interrogating the Engine.
These are exploratory interface directions, not live product screens. They make the product model tangible while the underlying system is being built.
Matter Intelligence Dashboard
A single orientation layer for facts, issues, deadlines, authorities, evidence gaps, and emerging signals.
Matter postureBail application4 active signals
Precedent conflictEvidence gapNext hearing
Case Intelligence
A structured reading of a judgment that separates the court record, legal facts, arguments, precedent, and inference.
State v. Applicant
Every claim stays connected to a paragraph, filing, or authority.
¶ 18-24 · Order dated 14.02.2026
Similar Case Explorer
Similarity explained through shared issues, facts, statutes, arguments, precedent, and procedure - not a mysterious score.
Current
matter
matter
86% Same issue + statute72% Similar fact pattern61% Procedural match
Judge / Bench Intelligence
Patterns become useful only when the underlying matters, sample boundaries, and confidence remain visible.
Exploratory patternReasoning tendencies
Source set, date range, and sample boundaries stay visible.
Strategy Workspace
A place to assemble evidence, counterarguments, risks, and strategic signals without confusing AI support with legal judgment.
EvidenceWitness accountCase record
RiskContradictionWeak authority
StrategyTest argumentHuman review
10 / Intelligence design system
Trust is a repeatable interface pattern.
01Evidence Card02Confidence Indicator03Citation Pattern04Case Relationship05Intelligence Signal06Reasoning Trail07Source Traceability08Human Override / Review
11 / Product + technical system
Designing the product means designing the behaviour of the intelligence.
Court dataStructuringRetrievalEngineEvidence-grounded reasoningExperienceLawyer
Legal Problem ↕ Product Strategy ↕ UX Architecture ↕ AI Behaviour ↕ Interface Design ↕ Engineering
12 / Currently building
A transparent view of where the work stands.
Product thesis
Initial architecture
Bail Index wedge
Intelligence model
Core UX principles
Intelligence Engine
Matter intelligence
Case similarity
Evidence architecture
AI interaction patterns
Judge & Bench intelligence
Risk and strategy
Civil / Commercial / Criminal
Workflow intelligence