For your tech team.

• We model the real distribution of your shoppers: intents, budgets, locations, needs and wording.
• A sampler draws simulated shoppers from it, not a fixed prompt list.
• Each one asks ChatGPT, Gemini, Claude, Perplexity, Meta AI, Grok, Google AI Overviews and Amazon Rufus. Runs repeat to measure how stable each answer is.
• Browser agents shop your store end to end and log every step where they stall or switch to a rival.
• Answers and journeys are parsed into who was named, rank, cited sources and the facts that decided it.
• After a fix, the same shopper sample runs again to verify it held.

• Nothing ships without a person approving it. Fixes wait in the Inbox as drafts.
• One fix per approval. No bulk approve.
• A check runs before anything is written. If it fails, nothing ships.
• Demo accounts cannot write to a real store.

Shopify connects through its standard app install. Approved changes go through the Shopify Admin API: product copy, SEO fields, structured data, images, pages and blog articles. Theme files are not touched.

Each change is read back, and the earlier version is saved. Undo restores it in one click.

Permissions requested: read_products write_products write_content read_orders read_all_orders read_reports read_legal_policies.

ChatGPT, Claude, Grok and Meta Muse connect to one remote MCP server. People sign in over OAuth, or use an API key.

Access starts read-only. Approving needs write access, granted at sign-in. A chat approval runs the same step as the Inbox, one fix per call, and records who confirmed it.

You choose what to connect. Options: Google Search Console, Google Analytics, Google Business Profile, Klaviyo and Gorgias. All read-only, except that Google Business Profile’s business.manage permission is broader than the reading done.

Only Shopify receives changes. Tokens are encrypted at rest with AES-256-GCM.