Every crack, every wear pattern — caught by AI
A missed crack in a refractory wall. A worn poppet shaft. One overlooked switching-valve gap reading. Any of these can cost hundreds of thousands in unplanned downtime. Industria Machina, trained on thousands of real inspection reports for thermal oxidizers, Vocsidizers, and abatement equipment, catches what rushed walkdowns miss — and gets sharper for your equipment with every visit.
From walkdown
to report in minutes
Senior-engineer-level inspection on every visit — driven by a knowledge card distilled from decades of real field reports for your specific equipment.
Walkdown
Follow the equipment-specific checklist. The system tells you where to point and shoot — switching valves, poppet shafts, media bed faces, refractory walls — so your team captures the defects that matter.
Diagnose
Luthier examines each photo against the knowledge card for that specific equipment. Refractory cracks, poppet shaft wear, valve drift, fouled media beds — flagged, annotated, and severity-rated before you leave the site.
Deliver
A professional PDF lands in your inbox before you're back at the truck. Executive summary, prioritized action items, annotated photographs — ready for your customer and your maintenance planning team.
Field reports in.
Equipment expertise out.
This isn't a general-purpose vision model squinting at industrial gear. It's a four-stage knowledge pipeline that turns your existing inspection archive into an AI that thinks about your equipment the way your senior engineers do.
Ingest
Every inspection report your team has ever produced — PDFs, photographs, field notes — is parsed into a structured archive. 146 Dürr field reports already loaded, yielding 3,400+ classified examples of real defects across RTOs, Vocsidizers, switching valves, and CleanSwitch units.
Distill
A frontier model reads the entire corpus for a given equipment type and produces an equipment-specific knowledge card — a structured profile of failure modes, normal-vs-abnormal exemplars, inspection checklists, and the diagnostic logic your veteran engineers carry in their heads.
Inspect
In the field, every new photograph is analyzed against that knowledge card plus the closest historical examples retrieved from your archive. The AI doesn't guess — it cites which past examples informed its judgment, with per-observation severity, confidence, and recommended action.
Compound
Every correction your technicians make — every "yes that's a crack" or "no, that's just shadow" — flows back into your knowledge card. The system gets sharper visit by visit. Your institutional expertise compounds. None of it is ever shared with anyone else.
A report your customer
actually wants to read
Every walkdown produces a polished, branded report — annotated photos, severity-rated findings, AI analysis, executive summary. No retyping, no manual layout, no "I'll send it tomorrow."
A signed QR sticker
on every machine
Every asset gets a laminated QR. Anyone with a phone can pull manuals and identity. Authenticated techs see service history. Engineers can launch a Luthier inspection on the spot. No printed binders, no chasing the right tribal knowledge.
- Manuals
- Maintenance
Reports - Vision Scanning

We know your gear —
and we keep learning.
Trained on Dürr-specific equipment
The corpus is built around VOC abatement units: regenerative thermal oxidizers, Vocsidizers, switching valves, CleanSwitch and Magnum lines. Real reports. Real defects. Not generic AI guesswork.
Structured findings, not chatbot prose
Every inspection produces a structured result: written summary, list of observations with per-observation severity, overall severity rating, recommended action. Auditable. Comparable. Trendable across visits.
Compounds your institutional knowledge
Senior engineers retire. The expertise doesn't have to retire with them. Every correction your technicians make becomes part of your customer-specific knowledge — never cross-pollinated with anyone else's.
Field-grade in seconds
Photograph a burner, a switching valve, a media bed face. Get a structured finding back in 10–20 seconds. The technician sees similar past examples from your own archive — and the AI's assessment side-by-side.
Try it now.
The portal is wired to live equipment knowledge. Open the dashboard, browse the existing knowledge cards, or start a new scan against any equipment type.
Open Inspection Dashboard