Linking Instrument Files to LIMS Records
The raw file exists. The LIMS record exists. Connecting them is where most labs get stuck.
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Customer focused Engineering
We work with you to understand your goals before designing and deploying solutions that help you succeed.
Data Infrastructure & Migrations
Modernize your legacy systems with zero-downtime and zero-risk.
Production MLOps
Bridge the gap between experimental modeling and production reliability.
Agentic Workflows & Automation
Use multi-agent AI workflows to safely automate complex, mission-critical operations.
Featured Services
From dark data to AI-connected
One service: inventory scattered data, build a queryable foundation, and securely connect your enterprise AI assistant.
Industry Pillar
Life Sciences Data Operations
Connecting data silos, Modernizing laboratory systems, clinical data pipelines, and GxP-compliant ML environments
Unify Lab Data & Accelerate Discovery
Transform fractured lab data into unified, AI-ready assets. We eliminate departmental data silos, automate instrument data ingestion, and architect validated pipelines that shorten research and clinical turnaround cycles.LIMS Migrations
Navigate the LIMS migration process with complete data integrity and audit trail preservation.
Connect data silos
Connect your data systems for faster research cycles and clearer operational oversight.
Industry Pillar
IoT Data Operations
High-throughput stream processing with efficient storage and ML ready data
Real-Time Streaming from Edge to Cloud
Power intelligent operations with low-latency IoT data backbones. We design robust cloud infrastructure that seamlessly links field devices to real-time analytics and predictive models.GCP-Native Stream Processing & Telemetry
Enterprise streaming pipelines leveraging Google Cloud Pub/Sub, Dataflow, and BigQuery to ingest, clean, and analyze millions of high-frequency sensor events per second with sub-second latency.
IoT Platform Architecture & Edge ML
Resilient distributed device fleets, edge runtime deployment, and optimized on-device inference pipelines that maintain continuous operation even in disconnected or bandwidth-constrained environments.
Industry Pillar
Agentic Workflows & Autonomous AI
Autonomous reasoning engines, tool-augmented agents, and deterministic enterprise integrations
From Passive Models to Active Execution
Bridge the gap between chat interfaces and true operational autonomy. We build AI agent architectures that do real work: querying databases, triggering API transactions, verifying outputs, and executing complex multi-step processes safely.Custom AI Agent Architecture
Purpose-built multi-agent networks featuring persistent memory, context retrieval, and structured execution frameworks engineered for high-accuracy reasoning across complex enterprise workflows.
API-Driven Autonomous Applications
Secure integration of AI agents directly into your internal APIs, databases, ERPs, and external SaaS tools, wrapped in comprehensive observability, latency benchmarking, and deterministic guardrails.
Featured Insights
View all articles »Read practical engineering perspectives on Data Operations and Agentic Workflows from our consulting team.
A LIMS Migration Blueprint: Transitioning a High-Throughput Genomics Lab from Legacy LabVantage to Cloud-Native QBench
How a high-throughput genomics lab moved from a self-hosted LabVantage and Oracle stack to QBench with zero downtime, five-figure annual savings, and CAP/CLIA-validated reporting.
Warehouse, Lakehouse, or Search Index?
Three architectures for making lab data queryable. Which one fits depends on what questions you're asking.
Why Querying the Database Directly is the Best Way to Do Data Engineering on On-Prem LabVantage LIMS
Query an on-prem LabVantage database with a read-only Python wrapper instead of Java extensions, so pipelines stay portable across Oracle and SQL Server.
Build your AI infrastructure today
Whether executing high-stakes data migrations, designing high-throughput streaming pipelines, or deploying autonomous agentic workflows, our engineering execution team is ready to deliver.