The Operating System for Clinical Evidence Curation

AI-powered. Clinically disciplined. Designed to work with any EHR data source. Built for the decisions that shape strategy, science, and patient care.

The Problem Worth Solving

The Same Chart Can Tell Very Different Stories.

Read EHR data at the surface, and you'll get answers that look right but quietly aren't. Reconstruct what actually happened to the patient, and the conclusion often changes entirely.

Strategic Question
Surface Read
Lighten's Curated Answer
Why do patients stop this therapy?
Lack of efficacy
Intolerance
How does the alternative perform?
Poor tolerability
Never actually taken
What's blocking adoption?
Drug performance
Payer access

The right strategic decisions depend on the right clinical conclusions.

Our Approach

AI Without Discipline Isn't Evidence.

Reliable curation takes more than AI models. It takes the operational rigor that the most rigorous abstraction teams have refined over years. Now built into an AI-native technology platform, end to end.

That's what Lighten delivers.

What Sets Lighten Apart

Whole-Record Reasoning

We reconstruct the patient story from the full clinical record. Not isolated mentions, not stitched-together fragments.

Clinical Validity at Every Level

Comprehensive quality assurance at the variable, patient, and cohort level to ensure clinical expectations are met.

Built to Embrace Clinical Nuance

Ambiguity is surfaced and resolved with clinical expertise. Never buried silently in a model output.

Case studies

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Regulatory-Grade EHR Curation for Natural History Study

Complete longitudinal patient journeys. Delivered in 6 business days post curation protocol approval.

Case Study

Lighten's Four Pillar Quality Framework

Beyond any single metric, discover how to achieve clinically validated quality.

White Paper

How Understanding Documentation Patterns Transforms Data Quality

The Lighten difference starts before a single patient record is extracted.

Case Study