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The mVerve AI & Innovation Lab

Where AI meets industrial intelligence.

The Lab is where mVerve builds AI that goes into the work, not into a slide deck. We add AI to your existing systems where it will make a real difference, and we build it to go live with your data, your processes, and your team.

AI research lab — long workbench with multiple monitors showing token streams and architecture diagrams, coral glow on a GPU rack
The Lab · Where we build it
Inside the Lab

One Lab. Four disciplines.

Generative AI
AI built around your business.

Models trained on your data and set up to read your documents and follow your processes. Built to go live, not to sit in a slide deck.

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Automation
Automating the work that doesn't fit in a system.

The work your spreadsheets and ticketing tools cannot handle. We use AI to make sense of it and move it on automatically.

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GreenOps
AI that doesn't cost the earth.

Training and running AI uses a lot of energy. We design it to use less. Lower emissions and lower bills, by design.

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Data
Getting your data ready first.

AI is only as good as the data underneath it. We do the unglamorous work of getting that right before we put anything on top of it.

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How we work

How we build with AI.

01
People stay in charge.

AI helps the people who are responsible for the outcome. It does not replace them. They make the call.

02
Built for real use from day one.

Every model we build runs on the same setup that will run it once it goes live. No demos that fall apart the moment you try to use them.

03
We test it the way you'll run it.

We check the model for safety, accuracy, and drift before every release. And we keep checking after it goes live.

04
Your data stays yours.

Sensitive data stays inside your systems. We run models on your own infrastructure when your contracts demand it.

The Lab's stack
Models
  • Claude Sonnet 4.6
  • Llama 3 / 4 (self-hosted)
  • OpenAI gpt-4 series
  • Custom fine-tunes
Tooling
  • MCP
  • LangChain (prototype)
  • LangGraph
  • DSPy
  • Weights & Biases
Infrastructure
  • AWS Bedrock · SageMaker
  • Azure OpenAI
  • vLLM
  • Ray
  • Kubernetes
Eval & safety
  • LangSmith
  • Promptfoo
  • Custom eval harness
  • Guardrails AI
Let's talk

Ready to engineer your industrial future?

Tell us what you're building and we'll tell you, honestly, how we'd approach it. We read every message and reply within one business day.