I’ve been exploring how AI can be applied beyond the usual chatbots and automation use cases—specifically in service operations, warranty management, and parts optimization.

A lot of companies still rely on manual processes or fragmented systems when it comes to:

Warranty claims validation

Parts failure prediction

Service decision-making

We’ve been working on a platform (Circuitry ai)that trains AI models on service, warranty, and parts data to help teams:

Reduce unnecessary warranty costs

Improve service decisions

Identify failure patterns earlier

That said, I’m not here to pitch—just genuinely curious:

👉 How are you currently handling warranty/service data?

👉 Have you seen any real impact using AI in operations (not just support/chat)?

Would love to hear what’s working (or not working) for you all. Happy to share insights if helpful.