What Cassel Industrial AI Does

We work exclusively with OEMs and product manufacturers in the $5M–$50M range — companies that design, build, and sell physical products. These are businesses with deep product knowledge, complex application expertise, and decades of engineering history that no generic AI tool can access.

Decades of product expertise live in unstructured files, email threads, and the heads of senior engineers who are retiring or moving on. This knowledge is inaccessible, undocumented, and walking out the door. When it leaves, it doesn't come back.

We build agentic RAG-powered AI systems from your engineering files, emails, service records, order histories, application notes, and product documentation. The result is AI that responds like a 20-year veteran — because it's trained on everything your best people know.

Research shows 70–80% of AI failures come from people and process issues, not technology. We pair every AI build with structured workflow redesign and change management — co-designed with the teams who actually do the work.

Phase 1 builds the intelligence layer — your product knowledge made searchable and operational. Phase 2 delivers workflow redesign so AI actually changes how teams work. Phase 3 is an ongoing partnership with monitoring, tuning, and expansion.

We don't sell software. We prescribe transformation across six ROI areas — product knowledge, field service, R&D, sales engineering, quality, and marketing — based on a structured readiness assessment. If the data says no-go, we say no-go.

Our founder spent 30 years designing, manufacturing, and selling industrial equipment. He built a global OEM from the ground up. That domain experience is the founding differentiator — we don't just understand AI, we understand your business.