Daily signals, resources, and action checklists for global AI products.
Shopify Flow, Shopify Email, Google product data, Merchant promotions, Stripe codes, Klaviyo AI, and tool calling point to one job: AI marketing agents need product facts, audience rules, offer limits, triggers, and review stops.
An AI marketing agent should check order value, customer tags, inventory, market, and return risk before sending an offer.
Define three triggers: post-purchase retention, abandoned-cart recovery, and inventory or launch alerts.Before AI writes an email, it should know the audience, product facts, offer limits, send frequency, unsubscribe path, and landing page.
For each automated email, write audience, segment rule, product fact, offer limit, and exit path.Recommendations, email, offers, and remarketing should use the same product facts so unavailable or mispriced items are not promoted.
Check whether priority products have stable titles, prices, availability, images, brands, links, and target markets.Every offer should state market, product scope, minimum value, timing, stacking rules, and exclusions before the agent sends it.
Split offers into six columns: audience, product, value, market, time, and non-stackable rules.When AI triggers a discount, it should check discount type, eligible customer, duration, redemption limit, subscription scope, and approval needs.
Write a permission table for each promotion code: create, send, disable, and review.AI segments should not stop at labels; each segment needs a lifecycle action and a measurable next step.
Create four action groups: launch alert, replenishment, winback offer, and high-value human follow-up.Each marketing tool needs input fields, returned output, permissions, failure conditions, and human confirmation points.
Design five tools: read product, select audience, create offer, preview email, submit approval.When product facts, audience rules, offer limits, or send frequency are missing, the agent should stop and ask instead of generating a complete-looking campaign.
Write stop conditions for missing product facts, missing audience rules, discount above threshold, high send frequency, and incomplete approval.Useful for moving AI marketing from content generation into auditable promotion workflows.
Useful before launching product pages, remarketing, AI shopping assistants, or promotions.
Useful for SaaS, subscription commerce, and marketing automation services reducing discount risk.
Useful before connecting AI marketing agents to product, customer, offer, and email systems.