Built in-house. Proven in production.
Everything here runs on infrastructure DMF built for itself first — then offered to clients. What we build for you runs on the same stack.
Flagship platforms
MERIT-AI
GPU-accelerated diagnostic imaging platform deployed for Athreya MedTech. Processes real patient data in production with sub-second inference and healthcare-grade reliability.
Aider Digital
Complete e-learning system covering enrollment, content delivery, and progress tracking. Built curriculum, delivered training, and deployed the platform — backed by a dedicated server at the client's premises.
VoterFind
Free public tool to look up voter records from Bangalore's 2002 electoral rolls. Built as a civic utility.
Built for ourselves first
Before any of these went to a client, they ran on DMF's own operations. These are the tools the R&D lab built to run the company.
DMF Sentinel
An internal command-line assistant that manages and monitors DMF's own projects and infrastructure — the tool the team uses to run the company day to day.
DMF-Code
An in-house AI coding assistant built to run on DMF's own private language model stack, rather than depend on a third-party API for everyday development work.
Atlas Research Engine
12,715 papers · 7 industries · GPU semantic search · powers DMF Research Factory with related-papers, full-text, and autonomous literature collection.
Infra Dashboard
A live operations dashboard giving the team real-time visibility into every node, service, and project DMF runs — the same view used to keep client platforms healthy.
Pulse Monitoring
Continuous health monitoring across DMF's distributed infrastructure — node status, service uptime, resource utilization, and alerting for the production fleet.
DMF VOX
Speech-to-text platform running on DMF's own GPU stack — turns audio recordings into accurate, searchable transcripts without sending data to a third-party API.
DMF Research Factory
Read the research our team and students publish — papers across AI, medicine, education, and data science. Open to students, clients, and collaborators.