SHOPIFY PRACTICE · SHOPIFY AGENTIC COMMERCE
AI agents that act on your store — within limits you set
We build AI agents that search, merchandise, and take actions in Shopify through scoped API access, with every write logged and sensitive actions approved by a person.
THE ISSUE
Shoppers increasingly expect to ask rather than browse, and operators want automation that does real work. Yet an agent with broad, unmonitored access to a live store is a liability, not an asset.
OUR PERSPECTIVE
What we believe matters
Scope before capability
An agent should hold only the Admin and Storefront API permissions its workflow requires — nothing more.
Writes deserve oversight
Every change an agent makes is logged, and consequential actions pass through a human approval gate.
Evaluate before release
Agents are tested against realistic scenarios before customers ever see them, and re-tested after every change.
HOW WE HELP
What we deliver
Scoped tool access
Agent tools over the Admin and Storefront APIs with least-privilege permissions.
Approval gates & audit logs
Logged writes with human approval for actions that carry business risk.
LLM search & merchandising
Natural-language product discovery grounded in your real catalog data.
Evaluation harnesses
Automated tests for correctness, safety, and cost before every release.
RELEVANT WORK
Where we have done this
HOW WE ENGAGE
Audit, scope, build, operate
Our findings are yours whether or not you engage us, and no work begins without a written scope.
Audit
We review your store, stack, and operating constraints, and deliver written findings — yours to keep whether or not you engage us.
Scope
We agree on outcomes, priorities, and boundaries in a written scope. No work starts without one.
Build
We deliver in staged releases with review environments, so changes reach customers only after they have been verified.
Operate
We keep the store healthy after launch — monitoring, upgrades, and a steady roadmap of improvements.
Start with a written audit
Send us your store URL and the problem you want solved. You will receive written findings and a recommended next step — whether or not you engage us.