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Artificial Intelligence2026-04-24CanvasDevs Team

Observability for AI Features in Production

Traces, token budgets, and user-visible fallbacks when the model or the vector store blinks.

Log the prompt, not just the 500

AI features fail softly: slow, empty, or slightly wrong. We trace provider latency, token counts, and retrieval hit rates next to the user id.

Every AI path has a deterministic fallback. A search result is better than a spinner that never resolves.