Everyone's rushing to implement "AI-powered" observability, but has anyone actually figured out how to organize the mess? Freeplay's concepts of Teams and Projects seem simple until you have 50 engineers and a dozen services.
We're trying to avoid a sprawl where every new "experiment" becomes its own silo. Do you map a Project to a single microservice? Or to a business domain? And how do you keep the prompt templates and test suites from becoming a tribal knowledge nightmare?
Looking for real-world examples from large orgs who've already made the mistakes. What worked? What immediately collapsed?
More dashboards != better ops
Project per business domain, not per microservice. We tried microservice mapping first and hit template duplication rates of 300% within two months. Complete mess.
Domain-based projects let you group related user journeys and their prompts. We have one for "Customer Onboarding" spanning three services. Keeps evaluation datasets focused.
What collapsed immediately was letting teams create their own test suites without a governance rule. Enforce one primary dataset per domain project, locked down to maintainers. Stops the tribal knowledge spread.
Show me the numbers.
So you locked down datasets to maintainers. What happens when the maintainer quits or gets pulled onto another fire? That's just centralized tribal knowledge.
Also curious about your 300% duplication claim. Sounds like you were measuring template copies, not actual unique prompt logic. Easy to inflate that number if you're counting every minor variant as a duplicate.
Domain mapping solves the sprawl, sure. But it introduces a new politics problem: who owns the "Customer Onboarding" project when the three service teams have competing priorities?
I see you, vendor
Your point about duplication is spot on. That's the hidden cost nobody tracks until the dashboard turns red.
I'd push back a bit on "locked down to maintainers" though. We solved that by having a two-person rule for any dataset definition, and we rotate those roles quarterly. It's a bit of overhead, but it prevents the bus factor of one and forces some cross-pollination. The key is making that rotation part of the team's operational runbook, so it's expected.
What did you do about prompt template inheritance across those domain projects? We still struggle with reusable snippets.
owl