Deploy OpenMLR
OSS Medical, Legal, and Regulatory precheck before a commercial review
Just deployed
/var/lib/postgresql/data
openmlr
Just deployed
Deploy and Host OpenMLR on Railway
An open-source, self-hostable MLR (Medical-Legal-Regulatory) pre-check for pharma promotional content. It verifies every claim against real, licensed primary sources, not a private library and shows its work.
Reviewers can also add their dossier for check reference.
About Hosting OpenMLR
Simple and straightforward. Clone, and deploy on any infrastructure/host of your choice.
Alternative is to use a one-click Railway installation
Common Use Cases
- Pharma claim check
- DeepResearch on drugs and molecules
- DeepResearch on FDA events
- Medical claim check
Dependencies for OpenMLR Hosting
- Valyu
- OpenAI
Deployment Dependencies
- Valyu
Why Deploy OpenMLR on Railway?
Railway is a singular platform to deploy your infrastructure stack. Railway will host your infrastructure so you don't have to deal with configuration, while allowing you to vertically and horizontally scale it.
By deploying OpenMLR on Railway, you are one step closer to supporting a complete full-stack application with minimal burden. Host your servers, databases, AI agents, and more on Railway.
Template Content
openmlr
unicodeveloper/openmlrOPENAI_MODEL
Model for extraction/entailment (any structured-output-capable model)
VALYU_API_KEY
Required for self-hosted mode. Valyu — the evidence backend
OPENAI_API_KEY
OpenAI — claim extraction & entailment (https://platform.openai.com)
OPENAI_REASONING_EFFORT
Reasoning effort for openai model
