Trial matching · for physicians & coordinators

AI-powered
trial matching,
in minutes, not hours.

Match a patient at the point of care against your clinic's internal clinical trial protocols, with a browser extension that runs on top of your existing EHR. Clinical trial coordinators can also screen patients in an existing database against protocols for clinical trials or real-world evidence studies.

Lindr · live match ranking

0%

fit score

NCT05912843

Phase 2 · Oncology

0%

fit score

NCT06122031

Phase 1 · Neurology

0%

fit score

NCT04998771

Phase 3 · Cardiometabolic

Illustrative interface showing matches against a clinic's internal trial protocols.

Compatible with the EHRs physicians already use

EpicOracle HealthMEDITECHathenahealthNextGen HealthcareSimplePracticeRXNTeClinicalWorks

Logos shown for reference. Lindr is not affiliated with or endorsed by these companies.

Physician-firstBuilt around your protocolsWorks on any EMRBuilt for clinicsFast to deployLearns from every decision

The problem

Patients make treatment decisions without seeing the trials they qualify for.

Medical innovation is accelerating faster than any single physician can track, and the patient pays the price.

0%

of patients say they're willing to participate in a clinical trial. Lack of awareness, not lack of willingness, keeps them out.

CISCRP Perceptions & Insights Study, 2025

0%

of patients have ever been invited to participate in a clinical trial by a healthcare provider, even though most say they'd prefer to hear about it from their doctor.

Occa et al., Preventive Medicine Reports, 2022

~0%

of eligible patients enroll in a clinical trial. Awareness and access are still the bottleneck.

Applied Clinical Trials Online, 2024

Why now

Medical innovation is accelerating faster than physicians can keep up.

0

Clinical trials started in 2024

Up 5.5% year-over-year. Novel modalities are now too complex to track by hand.

Citeline, Annual Clinical Trials Roundup 2025

~0% / yr

Precision medicine growth

New targeted therapies, cell & gene therapies, and biomarker-driven trials reach the clinic faster than any physician can track.

Precedence Research, 2025

Now

AI reads eligibility in seconds

LLMs can finally parse dense trial inclusion/exclusion criteria, making real-time trial navigation newly possible.

LLM capability inflection, 2024–26

The solution

Patient matching for physicians and clinical trial coordinators.

Match a patient at the point of care, or screen patients in an existing database. Use your clinic's internal clinical trial protocols or protocols for real-world evidence studies.

Patient EHR & clinical data

Any EMR, including Epic, Oracle Health, and athenahealth.

Physician notes & input

Clinical context beyond the chart.

Existing patient database

Patient records for clinical trial coordinators to screen against study protocols.

lindr

Matches patient EHR data, physician notes, or records from an existing patient database against your uploaded protocols. Supports point-of-care trial matching and database screening for clinical trials or real-world evidence studies.

Works with any EMR

Internal clinical trial protocols

Your clinic's trial protocols and their inclusion and exclusion criteria.

Real-world evidence study protocols

Study protocols for coordinators to screen patients in an existing database.

ClinicalTrials.gov

Public trial listings from ClinicalTrials.gov, matched against the same patient data.

For physicians · the end user

Match a patient at the point of care against your clinic's internal clinical trial protocols.

For clinical trial coordinators · the end user

Screen patients in an existing database against protocols for clinical trials or real-world evidence studies.

Clinics & practices · the customer

Equip physicians and clinical trial coordinators with protocol-based patient matching and screening.

Clinics subscribe

Physicians + patients use it free

Our approach

Your protocols. Your patients. Clearer matches.

Lindr matches patient information against the eligibility criteria in your protocols, supporting physicians at the point of care and clinical trial coordinators screening existing patient databases.

01
Clear criteria

Built around your protocols

Match patients against the requirements of your studies.

02
Workflow-focused

For care and research teams

Matches patients in the background and surfaces relevant opportunities at the point of care, helping physicians save time, assess fit, and reduce overlooked opportunities.

03
Study-specific

Start with your study

Add your study protocol to screen patient records against its eligibility criteria.

For clinics

We win when our clinics win.

Three economic drivers we're validating with pilot clinics: value the clinic captures long before Lindr's fee.

Driver 01

Patient retention

Patients stay and continue care when matched to the right trial. That's the core value we're validating.

Driver 02

Physician productivity

Match patients against the clinic's internal clinical trial protocols at the point of care, reducing manual eligibility review.

Driver 03

Premium differentiation

Cutting-edge trial access sets the clinic apart in a competitive market.

Drivers are hypotheses under active validation with pilot clinics.

How we're different

Why Lindr wins.

Lindr supports physicians at the point of care and clinical trial coordinators screening existing patient databases, using the clinic's trial and study protocols.

CapabilityLindr · EMR-agnostic layerEHR-mining AI toolsTrial-matching platformsPatient-facing discovery apps
Works on any EMR, no rip & replaceYesTypically requires integrationTypically requires integrationN/A, patient-facing only
Fast to deployLive in weeksOften weeks to monthsOften weeks to monthsInstant signup
Self-learning from physician feedbackYesVaries by vendorVaries by vendorRare
Biggest gapN/AHeavy build, limited referral automationLimited referral automationRarely reaches the physician directly

Our edge

EMR-agnostic trial matching and referral automation for clinics and practices, with physicians and clinical trial coordinators as the end users.

Get involved

Run a clinic, lead a practice, or invest in emerging medicine?

Interested in bringing protocol-based patient matching to your clinic or practice? Let's talk about your clinical trial and real-world evidence study workflows. We also welcome conversations with mission-aligned investors.