Advanced Manufacturing

Turning Factory Data Into Intelligence

Turning Factory Data Into Intelligence

AXIOMET helped a precision manufacturer connect machines, production data, and automation into one platform that turns daily factory activity into clear operational insight.

Client

LucenAI

Client

LucenAI

Client

LucenAI

Industry

Advanced Manufacturing

Industry

Advanced Manufacturing

Industry

Advanced Manufacturing

Location

Stuttgart, Germany

Location

Stuttgart, Germany

Location

Stuttgart, Germany

Engagement

Systems Engineering

Engagement

Systems Engineering

Engagement

Systems Engineering

Timeline

24 Weeks

Timeline

24 Weeks

Timeline

24 Weeks

Team

Engineering + Data

Team

Engineering + Data

Team

Engineering + Data

THE PROJECT

LucenAI ran three production lines with dozens of machines, each generating valuable data that never left the factory floor. Disconnected systems, manual reporting, and aging controllers made it hard to see performance in real time or act on problems early.

Services

  • Systems Engineering

  • Data Architecture

  • Industrial IoT

  • Process Automation

The Challenge

Production teams were experienced and highly capable. What they lacked was a reliable, shared view of how machines, materials, and people were performing across every shift.

Each line used its own tools, formats, and reporting routines, so combining data took days of manual work. By the time reports were ready, the problems they described had already cost hours of downtime and wasted material on the factory floor.

The team needed clear answers to key questions:

  1. Which data actually matters?
    Hundreds of signals were available, but only a few drove quality and output.

  2. Can old and new machines connect?
    Legacy controllers had to work alongside modern equipment without replacement.

  3. How fast must insight arrive?
    Operators needed alerts within minutes, not reports at the end of the week.

  4. How do we scale to other sites?
    Any solution had to be repeatable across additional factories later on.

The Approach

AXIOMET combined systems engineering, data architecture, and close collaboration with operators to build a platform that fit how the factory really works every day.

Discover

We mapped every machine, data source, and reporting step across all three lines, interviewing operators and engineers to understand which decisions depended on which information and where delays were costing the most.

Define

We turned those findings into a focused set of priorities, selecting the metrics, alerts, and integrations that would deliver the biggest gains in uptime and quality within the first months of operation.

Architect

We designed a modular data platform with edge gateways for legacy controllers, a unified data model, and streaming pipelines that deliver live production insight to operators, planners, and managers.

Validate

Before a full rollout, we piloted the platform on a single line, measured its effect on downtime and scrap, and refined the dashboards with operator feedback to make sure it truly supported their work.

The Solution

Instead of adding another isolated tool, AXIOMET delivered a connected platform that links machines, data, and people across the entire production process. Every line now shares one source of truth, and decisions that once waited for weekly reports can be made on the floor in minutes.

One platform for every machine and every shift.

Live dashboards and automated alerts helped teams catch problems early, while a unified data model made it simple to extend the platform to new lines and future factory sites.

Solution

  • Unified Production Data Model

  • Edge Integration Layer

  • Real-Time Operations Dashboards

  • Automated Quality Alerts

“AXIOMET turned years of unused machine data into insight our operators rely on every shift. We finally see problems before they cost us.”

COMMON QUESTIONS

A few answers to help you understand how we work, where we can help, and what to expect from an AXIOMET engagement.

01.

What does AXIOMET actually do?

AXIOMET helps technology-driven companies solve complex challenges across strategy, engineering, AI, and intelligent systems—from defining the right direction to building scalable solutions.

02.

What types of companies do you work with?

Teams much like the clients in this case study: product companies pairing hardware with software, including fleet operators, lab-equipment makers, energy start-ups, and enterprise R&D groups.

03.

Can AXIOMET help us if we only have an idea?

Yes. Several projects in our portfolio began as a single sketch—we turn the concept into a testable hypothesis, a costed first milestone, and a bench prototype you can show investors or leadership.

04.

Do you provide strategy or actual engineering support?

Both, as our case studies show: a short direction-setting phase is followed by our own engineers writing firmware, training models, and supporting rollout until the system runs without us.

05.

How do you approach a complex technical problem?

We write down the target metric, instrument the current setup to see where it really fails, sketch two or three competing designs, and build the cheapest one able to confirm our leading theory.

06.

What makes AXIOMET different from a traditional consultancy?

We measure ourselves on shipped results, not hours billed. Each engagement ends with systems running in the field, documented decisions, and a client team trained to extend the work after we leave.

01.

What does AXIOMET actually do?

AXIOMET helps technology-driven companies solve complex challenges across strategy, engineering, AI, and intelligent systems—from defining the right direction to building scalable solutions.

02.

What types of companies do you work with?

Teams much like the clients in this case study: product companies pairing hardware with software, including fleet operators, lab-equipment makers, energy start-ups, and enterprise R&D groups.

03.

Can AXIOMET help us if we only have an idea?

Yes. Several projects in our portfolio began as a single sketch—we turn the concept into a testable hypothesis, a costed first milestone, and a bench prototype you can show investors or leadership.

04.

Do you provide strategy or actual engineering support?

Both, as our case studies show: a short direction-setting phase is followed by our own engineers writing firmware, training models, and supporting rollout until the system runs without us.

05.

How do you approach a complex technical problem?

We write down the target metric, instrument the current setup to see where it really fails, sketch two or three competing designs, and build the cheapest one able to confirm our leading theory.

06.

What makes AXIOMET different from a traditional consultancy?

We measure ourselves on shipped results, not hours billed. Each engagement ends with systems running in the field, documented decisions, and a client team trained to extend the work after we leave.

What does AXIOMET actually do?

AXIOMET helps technology-driven companies solve complex challenges across strategy, engineering, AI, and intelligent systems—from defining the right direction to building scalable solutions.

What types of companies do you work with?

Teams much like the clients in this case study: product companies pairing hardware with software, including fleet operators, lab-equipment makers, energy start-ups, and enterprise R&D groups.

Can AXIOMET help us if we only have an idea?

Yes. Several projects in our portfolio began as a single sketch—we turn the concept into a testable hypothesis, a costed first milestone, and a bench prototype you can show investors or leadership.

Do you provide strategy or actual engineering support?

Both, as our case studies show: a short direction-setting phase is followed by our own engineers writing firmware, training models, and supporting rollout until the system runs without us.

How do you approach a complex technical problem?

We write down the target metric, instrument the current setup to see where it really fails, sketch two or three competing designs, and build the cheapest one able to confirm our leading theory.

What makes AXIOMET different from a traditional consultancy?

We measure ourselves on shipped results, not hours billed. Each engagement ends with systems running in the field, documented decisions, and a client team trained to extend the work after we leave.

  • StratoLink logo featuring two overlapping diamond shapes stacked with the text 'StratoLink' to the right.
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    LucenAI logo featuring a stylized circular icon with a horizontal bar inside to the left of the text 'LucenAI' in a modern sans-serif font.
    Gray sunburst icon with the word 'Brightly' in light gray text on a black background.
    IntelliSpark company logo with a stylized star icon to the left of the text.
  • StratoLink logo featuring two overlapping diamond shapes stacked with the text 'StratoLink' to the right.
    Oculis logo featuring a stylized circular target design to the left of the brand name.
    BlazeCore logo featuring a stylized starburst symbol next to the text 'BlazeCore'.
    NeuroLink logo with stylized circular design to the left of the text.
    PixelGrid logo with a pixelated square icon on the left and the text 'PixelGrid' in gray on the right.
    LucenAI logo featuring a stylized circular icon with a horizontal bar inside to the left of the text 'LucenAI' in a modern sans-serif font.
    Gray sunburst icon with the word 'Brightly' in light gray text on a black background.
    IntelliSpark company logo with a stylized star icon to the left of the text.
  • StratoLink logo featuring two overlapping diamond shapes stacked with the text 'StratoLink' to the right.
    Oculis logo featuring a stylized circular target design to the left of the brand name.
    BlazeCore logo featuring a stylized starburst symbol next to the text 'BlazeCore'.
    NeuroLink logo with stylized circular design to the left of the text.
    PixelGrid logo with a pixelated square icon on the left and the text 'PixelGrid' in gray on the right.
    LucenAI logo featuring a stylized circular icon with a horizontal bar inside to the left of the text 'LucenAI' in a modern sans-serif font.
    Gray sunburst icon with the word 'Brightly' in light gray text on a black background.
    IntelliSpark company logo with a stylized star icon to the left of the text.
  • StratoLink logo featuring two overlapping diamond shapes stacked with the text 'StratoLink' to the right.
    Oculis logo featuring a stylized circular target design to the left of the brand name.
    BlazeCore logo featuring a stylized starburst symbol next to the text 'BlazeCore'.
    NeuroLink logo with stylized circular design to the left of the text.
    PixelGrid logo with a pixelated square icon on the left and the text 'PixelGrid' in gray on the right.
    LucenAI logo featuring a stylized circular icon with a horizontal bar inside to the left of the text 'LucenAI' in a modern sans-serif font.
    Gray sunburst icon with the word 'Brightly' in light gray text on a black background.
    IntelliSpark company logo with a stylized star icon to the left of the text.
  • StratoLink logo featuring two overlapping diamond shapes stacked with the text 'StratoLink' to the right.
    Oculis logo featuring a stylized circular target design to the left of the brand name.
    BlazeCore logo featuring a stylized starburst symbol next to the text 'BlazeCore'.
    NeuroLink logo with stylized circular design to the left of the text.
    PixelGrid logo with a pixelated square icon on the left and the text 'PixelGrid' in gray on the right.
    LucenAI logo featuring a stylized circular icon with a horizontal bar inside to the left of the text 'LucenAI' in a modern sans-serif font.
    Gray sunburst icon with the word 'Brightly' in light gray text on a black background.
    IntelliSpark company logo with a stylized star icon to the left of the text.
  • StratoLink logo featuring two overlapping diamond shapes stacked with the text 'StratoLink' to the right.
    Oculis logo featuring a stylized circular target design to the left of the brand name.
    BlazeCore logo featuring a stylized starburst symbol next to the text 'BlazeCore'.
    NeuroLink logo with stylized circular design to the left of the text.
    PixelGrid logo with a pixelated square icon on the left and the text 'PixelGrid' in gray on the right.
    LucenAI logo featuring a stylized circular icon with a horizontal bar inside to the left of the text 'LucenAI' in a modern sans-serif font.
    Gray sunburst icon with the word 'Brightly' in light gray text on a black background.
    IntelliSpark company logo with a stylized star icon to the left of the text.
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Have a complex problem? Let’s work through it.

Row of server racks with status lights in a dimly lit data centre

Have a complex problem? Let’s work through it.

Row of server racks with status lights in a dimly lit data centre

Have a complex problem? Let’s work through it.

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