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.
.png "Telemetry Chatbot Sioux AI Solutions")
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?”
🗨“Has this error occurred in the past?”
🗨“Is this vibration pattern unusual compared to normal operation?”
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 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.
HUMAN INTERFACE
The interface is made for humans. It understands technical terms, supports multiple languages and always shows you where it got its 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
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.
EQUIPED WITH THE RIGHT FEATURES
TERMINOLOGY
INSENSITIVITY
Navigating complex machinery can be difficult, especially when user do not know the exact terminology. Our system is designed to bridge that gap. Simply describe the component you need in your own words, and our advanced LLM will understand your request, connecting your everyday language to the correct technical term, ensuring you find exactly what you're looking for.
REASONING OVER TELEMETRY DATA
When you need a summary of complex operations, our advanced LLM doesn't just look for a predefined answer. It intelligently processes raw data, such as log files, using Chain-of-Thought reasoning to analyze and synthesize information, giving you an accurate and insightful summary of product processing, even when no single source provides a direct answer.
REDUCED HALLUCINATIONS
There's nothing more frustrating than a gap in your data. Our system is designed with this in mind, and it won't invent information to fill in the blanks. If you request a date for which log data is unavailable, our system will transparently inform you that the information is missing, ensuring you receive only accurate and verifiable answers without any risk of hallucination..
VISUALIZATION AGENT
Our tool automatically collects and processes raw data from the different logs and data sources. With this, it creates clear and concise visualizations of your machine production data like the number of products processed over time. The visualization can be used easily and directly in reports, such as PowerPoint presentations, to effectively showcase your production metrics.
DATA SECURITY
For users with sensitive data, we offer a solution where the entire large language model pipeline executes locally. This ensures your private information never leaves your secure environment, eliminating the need to upload it to any third-party servers and providing maximum data security.
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.
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
.png?width=1080&height=1080&name=Telemetry%20(2).png "Telemetry (2)")
CONTACT US AND GET A DEMO 
Curious what the Telemetry Chatbot could mean for your team? We would love to tell you more about it or show it in a quick demo.
CONTACT US AT AI-SOLUTIONS@SIOUX.EU
QUIREIN TE ROLLER
AI Adoption Catalyst & Liaison
+31 6 21 93 30 01
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.
