Expert-Led Legal AI

Build Legal AI That Handles Real-World Legal Complexity

LN Labs helps legal teams operationalise AI and helps AI teams build better training datasets, benchmarks, and evaluation environments grounded in expert legal judgement.

Legal expertise behind LN Labs

10,000+

Legal matters handled

100+

Legal & compliance experts

8+

Years supporting regulated companies

Choose your path

Two ways to build better legal AI.

For AI Teams

Build and evaluate legal AI with expert legal data.

Create training datasets, benchmarks, and evaluations grounded in real-world legal decision-making.

Expert-generated legal QA tasks
Legal AI benchmarks and evaluations
Expert reasoning traces for agent improvement
Explore Training Data & Evals

Built across the legal AI value chain. LN Labs combines two perspectives: how legal experts perform complex knowledge work, and how AI systems reason, fail, and improve. That end-to-end view helps us design better legal AI systems, datasets, evaluations, and training environments.

What we build

From legal knowledge to AI-ready systems.

LN Labs turns expert legal judgement, legal workflows, and model behaviour insights into systems, benchmarks, evaluations, and training environments for legal AI.

01

Legal Brain

AI-readable knowledge layers for business context, templates, work products, regulations, playbooks, and institutional knowledge.

02

Legal Skills

AI-enabled workflows for obligation mapping, gap assessments, horizon scanning, contract review, DPA review, DSRs, and governance checks.

03

Training Data & Evals

Expert-generated tasks, legal reasoning benchmarks, evaluations, and training environments for legal AI agents.

Case studies

What real-world legal AI implementation looks like.

Examples of legal AI systems, benchmarks, and evaluations grounded in expert legal work.

● Regulations● Court rulings● Notices
LN / AIAI relevance pipeline
HIGH Recommended action09.05
MED Review & confirm12.05

AI Enablement

Saved 1 week of manual work with an AI-powered regulatory monitoring workflow.

~1 day/week reclaimed per team memberRead case study
LEADERBOARDEVAL
01
02
03
04

Training Data & Evals

The scaffold around a model changed its score more than the model itself.

Scaffold-aware benchmarkingRead the benchmark study
OSS SCAFFOLD+3.0
BASELINE
74.7
+ SKILLS
77.7
Same model · Skills added

Training Data & Evals

Adding legal Skills lifted an open-source scaffold by +3 points — at a fraction of the cost.

Skills-based evaluationRead the study

Why LN Labs

Real legal expertise. Structured for AI.

LN Labs is built on the legal operating experience of Legal Nodes. We turn real legal work, expert judgement, and institutional knowledge into AI-ready systems, benchmarks, and evaluations.

Legal Nodes operating experience

8+ years supporting companies across legal, compliance, privacy, fintech, and AI governance matters.

Expert legal network

Access to legal and compliance experts across jurisdictions, practice areas, and regulatory domains.

Structured legal playbooks

Our work is grounded in legal workflows, decision trees, expert rules, templates, and real work products.

Evaluation-ready outputs

We design legal AI systems and datasets with measurable outputs, auditability, and model evaluation in mind.

Compliance by design

Governance, data handling, access controls, and audit trails are considered from the start.

Build legal AI that works in the real world.

Book a 30-minute intro call to discuss your legal AI enablement, benchmarks and evaluation needs.

Book an Intro Call