Guardrails for AI Shopify experiments

Direct answer: AI can help run Shopify experiments safely only when it operates inside merchant-defined guardrails. Demi locks sensitive surfaces by default, uses controlled traffic exposure, preserves rollback paths, and requires approval before full rollout.

Minimum safe-AI experiment guardrails

• Checkout and pricing locked by default.
• Discount logic excluded unless explicitly approved.
• Traffic cap set before any live experiment starts.
• Auto-pause threshold defined for conversion or revenue downside.
• Rollback path stored before launch.
• Merchant approval required before full rollout.
• Audit trail captures hypothesis, variant, exposure, and result.
• Losing and inconclusive tests stay visible in reporting.

What merchants should ask any AI CRO vendor

Ask what the system can change, what it cannot change, who approves rollout, how rollback works, what happens when conversion drops, and whether losing tests are included in revenue reporting.