Solutions
Intelligent Software for Scientific Instruments
We build the software layer between AI and laboratory hardware - from MCP servers for instrument control to digital twins for liquid handling robots.
Three ways we engage
All three start with a 30-minute technical call with the founder and ship the same agent-ready instrument layer.
Agentic AI for Instruments
MCP servers and SiLA 2 drivers that let AI agents control your instrument with humans in the loop. Standards-clean, vendor-neutral, agent-native by default.
Instrument Software
AI-ready instrument software, designed and built with you. Host control, data pipelines, modern operator UI, regulated-grade architecture. Python, TypeScript, and Rust/C++ where the instrument needs it.
LiquidBridge Digital Twin
Digital twin for liquid handling robots. Simulate protocols before execution, drive them with natural-language agents, and ship the MCP layer that makes your liquid handler agent-native.
Why QPillars
Built for the layer platforms cannot reach
Lab orchestrators, AI copilots, and cloud platforms all assume the instrument already speaks. We build the layer that makes that assumption true.
We Ship Instrument Code
We write Python, TypeScript, Rust, and C++ that runs on real instruments - host control, data pipelines, MCP servers, SiLA 2 drivers. The agent surface, the operator UI, and the instrument-side library ship together as one engagement.
Forward-Deployed Engineering
Senior engineers on every engagement. The people writing your code are the people you talk to - one direct line from kickoff through delivery. The Palantir / dbt model, applied to instrument software.
Open Standards, Productized
We contribute to the standards that make instruments interoperable - MCP and SiLA 2. Our open-source openapi-to-sila2 ships on PyPI under Apache 2.0. Every delivery extends the public layer your buyers can verify.
AI-Native by Default
Every engagement ships with an MCP server, an agent-loop reference, and a path to your customers' AI platforms. The agent surface is a structural property of the engineering, designed in from day one rather than retrofitted later.
Frequently Asked Questions
Talk to engineers who have shipped instrument software
30 minutes, founder on the call. We map your stack, the gaps, and the smallest engagement that delivers real value. No templated decks, no slideware.