All systems operational · Sign in Book a demo →
Flagship Case Study Steel & Metallurgy

Tuyere Camera AI at a Major European Steel Producer

28 AI cameras. 24/7 monitoring. Live edge processing. How InduStream transformed blast furnace operations from reactive to predictive.

Tuyere camera — detail view
Thermal camera view — used in combination with tuyere camera

Image Quality

See the Slag Rising in HD

Crisp imagery so detailed you can watch slag climb the tuyere in real time — the foundation that makes our AI detection so accurate.

AI in Action

Real-Time Region of Interest Detection

Watch the AI model analyze tuyere conditions live, highlighting anomalies and regions of interest as they appear.

The Challenge

Manual Inspection Every 2 Hours — Not Good Enough

The steel producer operated three blast furnaces with a combined 84 tuyeres. Inspection was manual, subjective, and limited to every 2 hours per shift.

Manual tuyere inspection every 2 hours left large blind spots

Subjective assessment varied between operators and shifts

Anomalies developed and escalated between inspection rounds

No correlation between visual observations and process data

Critical events discovered only after significant damage had occurred

The Solution

28 AI Cameras Monitoring All Tuyeres 24/7

InduStream deployed industrial Vision cameras at each tuyere position, connected to the AI Engine for real-time anomaly detection and the DataBridge for process data correlation.

Tuyere camera installation — view 1
Tuyere camera installation — view 2

What sets us apart

We Fixed the Main Flaws of Competitor Tuyere Cameras

Existing tuyere cameras suffer from well-known limitations. InduStream tackled them one by one.

Blurry, low-contrast images that miss subtle anomalies

Sharper, higher-contrast image quality — smaller defects detected earlier.

Image degradation in harsh environments

Reinforced protective housing — survives heat, dust, vibration, and steam without optical loss.

No on-board intelligence — depend on remote servers

Live AI runs directly on the edge computer — no network round-trip, no cloud dependency.

Closed protocols and vendor lock-in

Open standards: RTSP video streams, REST/MQTT for events. Plug into any system.

Single sensor — vision OR thermal

Combined tuyere camera + thermal add-on, fused in real time by the AI.

Manual recalibration after every campaign

Self-adapting models that retune as the furnace evolves.

R&D in progress

Manual camera alignment after every reinstallation

Automatic camera alignment — no setup time after maintenance.

From Pilot to Full Deployment in 3 Months

Month 1

Pilot — 4 Cameras

Installed 4 cameras on the first blast furnace. Trained initial AI models on baseline tuyere conditions.

Month 2

Validation & Tuning

Validated detection accuracy with operators. Fine-tuned anomaly thresholds. Wired alert workflows.

Month 3

Full Deployment — 28 Cameras

Rolled out to all three furnaces. Operators trained. Alert workflows configured and live.

Results

Measurable Impact Across All Three Furnaces

Within six months of full deployment, the steel producer reported a significant reduction in unplanned furnace stops and improved operator confidence in process decisions.

24/7

Automated monitoring

Live

Edge processing

95%

Anomaly accuracy

-40%

Unplanned stops

Technical Details

Cameras 28 × InduStream Vision industrial cameras
Video streams RTSP video streams from each camera
Processing Live AI processing directly on the edge computer — no network latency
Modules Vision + AI Engine + DataBridge + Dashboards + FlowMaker + Custom development
Deployment On-premises, air-gapped network
" InduStream's tuyere cameras transformed our blast furnace operations. Our operators now have a continuous, objective view of all tuyeres — something we couldn't imagine before. "

Head of Process Engineering

Major European Steel Producer

Ready to Transform Your Blast Furnace Operations?

Talk to our steel industry experts and see how InduStream can be deployed at your site.