
Inside Judge.me’s AI operations: what founders can learn
PJ Celis describes shared company knowledge and a Slack operations interface. What founders can test, and why reported savings need qualification.
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PJ Celis describes shared company knowledge and a Slack operations interface. What founders can test, and why reported savings need qualification.

Compare models on catalogue edits, support drafts and storefront fixes. Measure accepted work, review effort and cost before expanding access.

Meta reports 10 million Muse setups and shopping activity, with transaction fees planned. Why those figures are not a Shopify sales forecast.
Claude Duet launches in a US research preview with Shopify tools and Shop Pay for agent purchases. Eligibility, approval rules and merchant testing limits.

Shopify explains cross-store product matching, daily cluster builds and why a missed match does not mean a listing has disappeared.

A vendor case study suggests auditing the task behind each support question. How app teams can separate repeat usage from successful resolution.

Cloudflare’s extraction preview can structure support messages. Keep source checks, confidence handling and refund approval separate.

Shopify’s Cart MCP and Checkout MCP can carry buyer privacy and marketing choices. Check version negotiation, defaults and missing contact details.

Vercel’s open-source Next.js template combines a Shopify storefront with product data and shopping tools for agents. Here is what to assess before adopting it.

What Recharge’s early-adopter analytics connector can read, what it cannot change, and how to check a subscription report before relying on it.