We're an R&D lab that happens to build products for clients.
Own infrastructure in Bangalore. Built for ourselves first, proven in production, then shipped for yours — websites, AI, hosting, and networking.
Most agencies resell someone else's cloud. We don't.
- Rent hosting from a third party, mark it up, pass it along.
- Wrap a generic API in a custom UI and call it AI.
- Client work runs on a weaker stack than the agency's own tools.
- We built our own compute infrastructure in Bangalore — starting 2023, before we even had clients.
- Our AI runs on our own GPU inference pipeline, not someone else's API quota.
- Every client platform runs on the same production-grade stack we use for our own R&D.
Five practice areas, one engineering team
No outsourcing layer. Every project is built by the same people who run the infrastructure.
Built in-house, battle-tested
These platforms run on the same infrastructure we offer to clients. No demos — production systems.
MERIT-AI
GPU-accelerated diagnostic imaging platform processing real patient data in production.
Aider Digital
E-learning system covering enrollment, content delivery, and progress tracking.
VoterFind
Look up voter records from Bangalore's 2002 electoral rolls.
Tools we built to run our own company
Before any of these went to a client, they ran on DMF's own operations first.
DMF Sentinel
Internal CLI assistant that manages and monitors DMF's infrastructure.
DMF-Code
In-house AI coding assistant running on DMF's private language model stack.
Atlas Research Lab
Private AI research platform with live web research and persistent memory.
Infra Dashboard
Live operations dashboard — real-time visibility into every node and service.
Atlas reads the literature so our engineers build on the state of the art.
12,715 papers collected autonomously across seven industries, indexed and semantically searchable on our own GPUs. It survived the loss of its database and rebuilt itself from its own archive in a day.
Roster
Questions we're asked
Want infrastructure that's already proven in production?
Let's talk about what you're building. We'll tell you honestly what we can do — and what we can't.
Book a consultation