Reducing errors (best practices)
- Keep your Shopify catalog clean and up to date (variants + stock).
- Prepare clear policies (shipping, returns, payment, sizes).
- Limit recommendations to a few relevant choices.
- Use human escalation for grey areas rather than letting the bot improvise.
Updated on May 13, 2026