AI & Analysis Integration

Modern test programs generate more data than manual analysis can handle. Engineers spend hours locating measurements, exporting files, and running scripts by hand. Work that should happen automatically.

 

We connect your analysis tools directly to measurement data. Automate workflows that run reliably in production. Scale from single scripts to thousands of daily jobs, without losing traceability or control.

 

We don't sell AI buzzwords. We deliver practical integration. Python libraries that work out of the box. Automation frameworks already running at major OEMs. Natural language access that helps engineers find data without learning query syntax. Production-grade infrastructure, not proof-of-concept demos.

General setup of test test management system with HighQSoft components.

What We Deliver

Python Integration

pyHQL connects data science workflows to ASAM ODS. Query with familiar SQL style syntax, receive pandas DataFrames, and write results back with traceability. Works with Jupyter, Airflow, and any Python environment. Proven at major OEMs.

Merlin Automation

Merlin turns scripts into production pipelines. It runs Python, MATLAB, Java, and Spark jobs automatically, triggered by new data, schedules, or events. Thousands of jobs run daily at automotive OEMs.

Natural Language Access

The MCP Server lets engineers query measurement data in plain English. The assistant translates the question to HQL, validates it against your model, and returns results. Works with Claude Desktop and other AI assistants.

Production Automation with Merlin

Smart Triggers

Run analysis when it matters. Trigger on new data imports, scheduled intervals, threshold conditions, or custom events. Jobs queue automatically and execute as resources allow.

Enterprise Scale

Separate orchestration from execution. Add worker nodes as volume grows and run many jobs in parallel. Support Python, MATLAB Runtime, Java, and Spark. Deploy on Kubernetes for cloud environments.

Full Traceability

Every result links to its source data, script version, and parameters. Re run any analysis with identical configuration. Maintain an audit trail that supports compliance without extra effort.

MATLAB Integration

Direct Access

Load measurement data directly into MATLAB without exports or conversions. Query by project, test run, or measurement attributes and access channels immediately for analysis.

Write Back

Store analysis results back to ODS with links to the source data. Maintain traceability from raw measurement to derived KPIs and make results accessible to everyone with ODS access.

Automation Ready

Integrate MATLAB scripts with Merlin for automated execution. Use MATLAB Runtime or MATLAB Production Server and scale from manual analysis to production pipelines without rewriting code.

Getting Started

Quick Start

Get pyHQL running in your environment. We handle installation, configuration, and connection to your ODS server. Training covers HQL queries and DataFrame workflows. Deliverable: working Python access to your measurement data.

Automation Pilot

Deploy Merlin and automate your first workflows. We set up the server, configure workers, and convert two to three scripts into automated jobs with triggers and monitoring. Deliverable: production ready automation pipeline.

Full Platform

Build a comprehensive automation infrastructure. Full Merlin deployment with multiple worker types, Python and MATLAB integration, and migration of existing analysis scripts. Training and documentation included.

Why Work With Us

Proven at OEM Scale

We have been automating test data analysis for more than 25 years. Major OEMs run Merlin jobs daily in production. This is proven infrastructure for real workloads.

Engineering First Integration

Your engineers stay in tools they already know. Python, MATLAB, Java, Spark, and existing workflows. We integrate with your environment instead of forcing a new process.

Traceable Outcomes

We deliver automation that stays traceable. Data lineage, parameters, and results remain connected so teams can reproduce evaluations and meet compliance expectations without extra overhead.

HighQSoft GmbH

Black-und-Decker-Straße 17b
D-65510 Idstein