Shopify’s Sidekick learns to refuse impossible requests through data curation
Shopify’s Sidekick AI assistant initially only trained on successful merchant queries, so it failed to refuse impossible requests and returned empty results instead. By building a curation system that injects refusal examples and filters blind‑spot data, they taught the model to say ‘no’, boosting reliability at scale.