TELEMETRY CHATBOT
High-tech machines generate a continuous stream of telemetry: sensor values, system logs, error codes and status updates. These data sources hold essential information about system performance, health and failures, but making sense of it all usually takes a lot of time, effort and a few experienced engineers huddled around a screen.
At Sioux, we’ve built a smart chatbot that connects to your machine data and gives you clear answers. Designed to save time and reduce dependency on scarce expertise.
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SO, WHAT IS THE TELEMETRY CHATBOT?
The Telemetry Chatbot is your AI-powered assistant for understanding complex machines. It allows you to ask questions about system behaviour, performance trends or failures and receive clear, well-founded answers in return.
Rather than navigating dashboards, scanning through logs or searching documentation, you can simply ask:
🗨 “What happened before the last system shutdown?”
🗨“Is this vibration pattern unusual compared to normal operation?”
🗨“Has this error occurred in the past?”
Behind every response is an AI engine that understands the machine’s context, analyses the relevant data sources and explains its reasoning transparently. And yes, including references to the underlying data.
IT IS ALL ABOUT THE RIGHT TECHNOLOGY
The chatbot architecture is built on several integrated components that work together seamlessly:
TELEMETRY INTEGRATIONS
Connects directly to live data streams and system logs.
KNOWLEDGE ACTIVATION
Connects directly to your machine’s live data and combines that with technical documentation like manuals, engineering notes and known issues.
DATA REFERENCE
The answers include reference to the real data and can be inspected from the interface. The user can always review and verify the answer.
USER PROFILES
The assistant adapts its responses to predefined user roles, such as project manager, by adjusting the level of technical depth to match each role.
RETRIEVAL AUGMENTED GENERATION (RAG)
Ensures that responses are actually based on your machine’s data, not just generic guesses.
MODULAR AI AGENTS
Handle different tasks. One looks for anomalies, another checks historical patterns, while others might focus on acoustic signals or component behaviour.
LLM FLEXIBILITY
Allows you to choose which large language model (LLM) you want to use, whether it’s OpenAI, Mistral, Anthropic or something in-house.
And the interface? It’s made for humans. It understands technical terms, supports multiple languages and can always show where it got its answer.
A FEATURE TITLE
Here we can write an explanation this feature, showing a video of it next to it.
It can even contain multiple paragraphs to make the feature stand out more.
A FEATURE TITLE
Here we can write an explanation this feature, showing a video of it next to it.
It can even contain multiple paragraphs to make the feature stand out more.
A FEATURE TITLE
Here we can write an explanation this feature, showing a video of it next to it.
It can even contain multiple paragraphs to make the feature stand out more.
A FEATURE TITLE
Here we can write an explanation this feature, showing a video of it next to it.
It can even contain multiple paragraphs to make the feature stand out more.
THE BIGGEST BENEFITS
Working with machine data typically requires deep technical knowledge, custom queries, and hours of investigation. Our chatbot makes that process a lot easier, without losing the depth or accuracy you need.
✓ It understands technical terms and synonyms automatically, making interactions more natural.
✓ It explains how it arrived at its answer, so users can trust and verify the results.
✓ And because it learns from previous interactions, the chatbot becomes more helpful over time, both for individual users and for teams as a whole.
Because the chatbot supports engineers and operators right where the work happens, teams become less dependent on just a few experts. Knowledge gets shared more easily, and everyone can solve problems faster.
FOR ENGINEERS, TECHNICIANS AND EVERYONE IN BETWEEN
If you build, maintain or support high-tech machines, this chatbot was made with you in mind. We’ve tested it in industries like Semiconductors, Medical systems, Analytical instruments, High-tech manufacturing and assembly. It’s especially useful if:
✓ You want to reduce unplanned downtime
✓ You're spending too much time analysing logs
✓ You’re short on expert capacity
✓ You have great documentation, but no one can find the right page
✓ You want to move toward predictive maintenance
✓ Your new hires could use a digital co-pilot
READY TO GET STARTED?
We’re currently rolling out the chatbot in early-stage projects, which means we can shape it together with you. Here’s how that works in 5 steps:
EXPLORE POSSIBILITIES
We begin by looking at your current setup. What systems do you have? What data is available? This helps us understand what’s technically feasible.
BUILD A PILOT
We create a working prototype of the chatbot based on your own machine data, documentation, and typical scenarios.
TEST IN PRACTICE
You test the chatbot in your real environment. Together we evaluate the value it brings and what improvements are needed.
SCALE UP
If the pilot works well, we expand the chatbot into a full solution, tailored to your machines, workflows, and team.
KEEP IMPROVING
As the chatbot is used, it learns your terminology, understands your typical issues, and fits better into the way your team works. We stay involved to support and optimize as the system grows smarter over time.
BRING YOUR
DATA TO LIFE 
Curious what the Telemetry Chatbot could mean for your team? We’d love to show you.
CONTACT US AT AI-SOLUTIONS@SIOUX.EU
QUIREIN TE ROLLER
AI Adoption Catalyst & Liaison
+31 6 21 93 30 01
SEND US A MESSAGE HERE
WHAT OUR CUSTOMERS SAY
There is a sense of ownership at Sioux and we work together on all levels and fronts.

We could not succeed without a development party with exceptional expertise in the design and engineering of complex robots with intelligent visual systems.

In Sioux, we find a fully-fledged development partner who supports us through thick and thin.
