Preview Digest

Step 8 — return 3 artist IDs matched to the user's just-built profile.

Staged: matches against a small in-memory pool, not real Chartmetric. The client renders the loading sequence (8-15s) regardless of how long this takes — the endpoint is fast on purpose so we don't introduce a spurious latency budget that production matching has to fit inside.