Technology

Verifiable answers, authoritative sources

Powered by graph + vector + RAG, so every answer traces back to its source

  • Explainable AI
  • Source-traceable
  • No vendor lock-in
  • API/MCP-ready

What it is

Legal intelligence you can inspect

Six capabilities that keep legal AI accurate, explainable and under your control

01

Context, not keywords

Graph-vector engine

Only official and authoritative sources. The graph maps legal relationships in acts, subsidiary legislation, and case law. Vectors provide semantic understanding of provisions and concepts.

Thanks to this structure, every reasoning step is traceable, with sources and legal links.

02

Always authoritative

RAG retrieval

Retrieves the most relevant legal contexts through vectors and enriches them with related provisions through the graph, ensuring authoritative, verifiable answers.

03

Arguments you can verify

Bidirectional prompting

The system asks clarifying legal questions to close information gaps, like a human lawyer would. Multi-chain agents simulate different professional roles to refine the query before producing the answer.

04

Always up to date

Managed AI models

We select, test and upgrade the models behind every answer, so you get the best results without choosing or maintaining anything.

05

Compliance by design

Secure by design

Enterprise-grade encryption and compliance, with Singapore-localized data control.

06

Plug into your tools

API & integrations

Connects to CRM, DMS and other systems. Available as API/MCP, plugins or a standalone platform.

The engine

The engine behind verifiable legal AI

From raw documents to reasoning with traces

01

Ingest & normalize

Documents are uploaded, normalized, and enriched with metadata.

02

Legal graph

Statutes, regulations and precedents are connected into a structured legal knowledge graph.

03

Vector understanding

Embeddings capture semantic meaning, context, and relationships across legal concepts.

04

RAG retrieval

Real-time search for the most relevant authoritative sources: statutes, cases, commentary.

05

Reasoning with traces

Structured step-by-step argumentation, always with citations.

06

Flexible integrations

We select, test and upgrade the AI models for you, so you never have to choose or maintain one.

Why it’s better

Generic AI tools versus LAWLAH

Generic AI tools
LAWLAH
Hallucinations in generic AI tools
Verifiable answers grounded in authoritative legal sources
Keyword search misses legal context
Contextual accuracy across laws and case law
Models you must choose and maintain
A managed engine, tested and upgraded for you
Black-box answers with no explanation
Transparent reasoning with citations, defensible in disputes

Integration options

Plug into your tools

Use LAWLAH the way your practice already works

Option 1

API/MCP-centric

Bring verifiable legal answers into your own products and agents through the API or MCP.

Option 2

CRM/DMS/KMS plugins

Connect LAWLAH to the CRM, DMS and knowledge systems your team already uses.

Option 3

Standalone platform

Use LAWLAH directly as a complete legal research and document review workspace.

Security

Security & compliance

Secure by design, with full control over your data

Encryption

Enterprise-grade encryption

Your documents and queries are protected with enterprise-grade encryption.

Data residency

SG data-localization

Your data stays under Singapore-localized control.

Compliance

Compliance-ready

Compliance by design, with full control over your documents and data.

Graph, vectors and retrieval working together for answers you can defend