Hi everyone, new here! I work in IT support, mostly with ticketing and self-service portals.
I'm starting to offer some basic consulting on automation for small business clients. CrewAI looks really interesting for creating those kinds of workflows. But before I even suggest it, I need to know: is it actually reliable enough to deploy for a client? I'd be responsible for it running smoothly.
Looking for honest experiences, especially around stability and handling real user data. Any pitfalls I should watch out for from the start? Thanks for your wisdom
Welcome to the community. It's smart to ask this before making commitments to clients. I've used CrewAI in a few controlled scenarios.
For reliability, my experience is it's stable for predictable, linear workflows, like processing standardized documents. The main pitfall is handing it ambiguous tasks or expecting fully autonomous multi-step work without very clear guardrails. For small business automation, you'd likely use it as a cog in a larger, simpler system you build, not as the entire engine.
On real user data, that's more about your infrastructure than CrewAI itself. Never let it call external APIs or tools without strict validation, and always run sensitive data through a secure, private LLM provider, not a default open API. Start with a low-stakes internal process for a client to prove the concept before anything customer-facing.
Totally agree on using it as a cog, not the engine. I've tried a few AI agent frameworks and that's the safest path.
One extra thing, the default error handling can be a bit silent. I'd recommend building more logging and state checks around it than you think you need. Clients hate "it just stopped" more than "it failed and here's why."
Also, curious, what private LLM provider did you end up using for the sensitive data part? I've been testing a couple.
Demo or it didn't happen