Navari
Enterprise agentic AI for R&D, grown by word of mouth to about 10,000 users

What it is
Navari is an agentic AI platform for R&D scientists. You describe the work and the agents do it: a literature review across PubMed and the clinical trial registries, a data analysis, a slide deck, a working application. Each capability is an MCP server, so adding a data source or a tool never touches the reasoning core.
Where it came from
It started small. A few of us were building agents and workflows to get our own work done faster and sharing what worked. I founded it and set the product direction; an engineering lead built the first version of the framework in about six weeks. It launched to a pilot group in spring 2025. Nobody marketed it. A scientist would finish in an afternoon what used to take a week, a colleague would ask how, and the colleague would be on the platform the next day.
How it's built
- Model-agnostic by design. Claude was the first reasoning engine; the platform swaps backends without a rebuild.
- Tool execution through MCP: literature, clinical trial registries, regulatory data, document and slide generation, data analysis, enterprise data.
- React frontend, Python backend, AWS, enterprise auth and audit logging, with every session isolated per user.
- Governed, traceable outputs, because an R&D decision has to show its sources.
The numbers
- 1,000+ active users while I ran it, with 2,900% year-on-year growth at the peak.
- 10+ MCP servers in production by the end of 2025, more since.
- Handed off in mid-2026. As of late 2026 it's reported at about 10,000 users across the organization. That number is second-hand, which is awesome in its own way: it kept growing without me.
Where it fits
Navari is the execution layer of a three-part stack. Agentis decides which clinical questions deserve an agent and why. AIthena makes the trial data AI-ready so the agents have something clean to work on. Navari builds and runs the agents. ARIA is the mirror image: Navari puts agents to work for a scientist on demand, ARIA runs research unattended for months. The pharma chapter of ARIA was pointed at the questions a growing agent platform raises.
Timeline
How it went
- 2025-05-01Enterprise Scale. Navari launches to a pilot group. It passes 1,000 users by early 2026 on word of mouth alone, and is reported near 10,000 after the handoff. The bridge between personal experimentation and professional impact.
Connected work