Begin before inference: guide framing, detect blur, resize responsibly, and preserve orientation. Ask the model for structured candidates rather than certainty.
Validate output, communicate ambiguity, and let users correct important fields. Cache uploads carefully and design cancellation for slow analysis. A good camera AI experience is a recovery loop, not a single model call.