How Daisy Works

A three-plane architecture designed for Shopify — with policy guardrails, explainability, and progressive trust at every layer.

Three-Plane Architecture

Merchant-facing admin app

Daisy's autonomous engine

Pushes decisions into Shopify

Daisy executes decisions through Shopify's own extension points — no third-party scripts or hacks.

UI extensions for upsell, reassurance, promo banners, and dynamic messaging at checkout.

Reorder suggestions, order insights, support workflows, and retention nudges in the customer portal.

Discount logic, cart validation, and shipping customization running inside Shopify's runtime.

Low-latency storefront endpoints for recommendations, search re-ranking, and conversational bootstrap.

Embedded admin app with agent config, dashboards, approval queues, and billing — via App Bridge.

App blocks and snippets for Liquid-compatible storefront injection and dynamic content.

Start by watching. Graduate to recommendations. Upgrade to full autonomy — on your timeline.

Mode 1

Agents watch and learn from your data. No actions taken. Perfect for building confidence.

Mode 2

Agents surface recommendations in your admin dashboard for human review and approval.

Mode 3

Agents execute decisions autonomously within your policy guardrails. Full visibility retained.

Every agent decision passes through a policy engine with configurable guardrails.

Configurable rules that block unsafe pricing, margin violations, and policy breaches.

Low-confidence decisions are held for review. High-confidence actions execute automatically.

Approval workflows route high-impact decisions to the right person.

Every decision includes a human-readable explanation and full audit trail.