AI Commerce · 7 min read
Shopify Inbox agent: test the handoff before going live
Test Shopify Inbox agent handoff during and outside staff hours, including sign-in, the fallback email address and who receives the request.
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AI Commerce
guides.
Practical AI commerce guidance for Shopify teams, including content workflows, Sidekick, agentic discovery, governance, and measurement.
AI Commerce · 8 min read
Build a change-control ledger before an AI merchandising agent edits your Shopify store
Govern AI merchandising changes with typed diffs, invariant checks, human approval, bounded rollout, measurement, and tested rollback for Shopify.
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AI Commerce · 14 min read
Evaluate AI product recommendations with an evidence chain, not a CTR dashboard
Build a release decision that connects eligibility, ranking quality, exposure bias, incremental value, operations, and rollback evidence.
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AI Commerce · 14 min read
Set a cost and latency budget before your AI shopping assistant goes live
Set quality, cost, latency, fallback, and escalation limits for an AI shopping assistant, then test them in a safe pilot before storefront release.
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AI Commerce · 6 min read
Test AI product descriptions on 12 SKUs before a catalog rewrite
Use a controlled 12-SKU pilot to test AI product descriptions for accuracy, usefulness, feed compliance, maintenance, and safe rollback.
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AI Commerce · 14 min read
Shopify Sidekick integrations: a merchant control framework
A practical framework for controlling Shopify Sidekick app data, staged actions, approvals, permissions, memory, and operating risk.
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