Every HPLC, every mass spectrometer, every plate reader — generating native data formats that must reach your LIMS, ELN, SDMS, data lakes, and AI agents. Today, each instrument connection is a bespoke project. Integration Factories make it a repeatable, compounding capability.
Trusted by 6 of the 10 largest pharmaceutical companies in the world
And leading biotechs and agrochemical companies
A typical pharma R&D site operates 50–200 analytical instruments from 15+ vendors, each generating data in native formats. That data must flow into LIMS, ELN, SDMS, and data lakes — and today, every instrument-to-system connection is built from scratch: different team, different timeline, different validation package.
Every instrument model outputs data in a different vendor-specific format. Each chromatography system, mass spectrometer, or plate reader needs custom parsing, format mapping, and validation before data reaches LIMS — and each connector is separately maintained.
The engineer who built your HPLC integration is the only one who can maintain it. Critical parsing logic, format mappings, and validation rules live in the heads of 2–3 specialists. When they leave, your instrument data pipeline stalls.
Each bespoke integration requires its own IQ/OQ/PQ cycle, its own 21 CFR Part 11 assessment, its own change control process. The compliance overhead scales linearly with every new connection.
AI-assisted Integration Factories replace one-off projects with reusable, validated patterns. Each new integration starts from proven templates — not blank pages. The more you build, the less each new connection costs.
Converter factories and adapter factories that turn vendor-specific instrument formats into governed data. A new instrument from an existing technique? Extend a factory pattern in days — not another 6-month project.
Connected, traceable data across every system boundary. When LIMS receives results from an instrument, the full lineage — method, operator, calibration, raw data — travels with it.
Cross-system queries that were previously impossible. Correlate analytical results in LIMS with stability data in SDMS and formulation records in ELN — through a single governed model.
Machine learning models that consume data from every connected system. Predictive maintenance, method transfer optimization, and regulatory intelligence — built on your governed integration infrastructure.
Based on measured gains at enterprise pharmaceutical deployments
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Validated, traceable instrument data from every connected system
Root-cause analysis across instruments, batches, and sites in hours
Supervised autonomous workflows from sample to structured result
Find your instruments. 150+ vendors, 400+ models — check whether your specific plate readers, HPLC systems, NMR spectrometers, and thermal analyzers are already supported.
Watch a converter get built, validated, and deployed. See how every build produces a reusable, governed component — and makes the next one faster.
30-minute session with your team. We map your instrument complexity to a phased factory deployment plan — no slides, just your systems mapped to ours.
