Developer API · Public spec live now · Launches 2H 2026

Build on the AI
commerce layer.

A REST API and an MCP server for our patent-pending search engine, AI catalog enrichment pipeline, and GEO feed generation. One API, every protocol that matters: ACP, UCP, MCP, Schema.org JSON-LD. Same infrastructure powering shopperGPT, cleanerGPT, catalogGPT, and studioGPT. Distribute straight into ChatGPT, Claude, Cursor, and any MCP-compliant host.

Browse the docs →

REST for legacy. MCP for the agent-to-tools layer.

REST for systems that integrate the old way. MCP for the agent-to-tools layer becoming standard across Claude, Cursor, and any MCP-compliant host. ACP and UCP feeds generated downstream. 325K+ lines of proprietary AI infrastructure, available consumption-based.

visualAI Engine architecture: Search, Enrichment, Feed, and Ingest endpoints flowing to headless storefronts, AI agents, ERPs, and supplier feeds

Search API

Trimodal

Query products by text, color, and image simultaneously. Returns ranked results with relevance scores. Drop into any storefront, app, or internal tool.

Enrichment API

cleanerGPT

Submit a product. Get back a cleaned title, rewritten description, normalized attributes, and quality scores. Batch or single-record.

Feed API

catalogGPT

Generate ACP, UCP, MCP, and Schema.org JSON-LD feeds from one enriched catalog. Push to ChatGPT, Google Gemini, Perplexity, Claude, and Shopify UCP from a single endpoint. No protocol bet required.

Ingest API

Catalog

Push products from any source, not just Shopify. Custom platforms, ERPs, PIM systems, and supplier feeds all supported via structured JSON.

MCP Server

Agents

A Model Context Protocol server that exposes the visualAI engine to AI agents directly. Subscription-gated distribution to the ChatGPT Apps SDK, Claude, Cursor, and any MCP-compliant host. Your catalog becomes an agent-callable tool.

What you'll build.

Shopify merchants get a native app. Everyone else gets the API.
Same engine. Same results.

Headless storefronts

Add trimodal AI search to any headless commerce stack. React, Vue, native mobile. Bring your own frontend, connect to the search layer via API.

Platform integrations

Build visualAI into your own platform or app. Surface AI-powered search and enrichment as a native capability without rebuilding the underlying infrastructure.

Catalog enrichment pipelines

Automate data quality at scale. Send raw supplier catalog exports through the Enrichment API and get clean, AI-ready product data back, ready to publish.

Custom GEO distributions

Generate and distribute AI-ready feeds to any combination of endpoints. Control scheduling, feed format, and destination on a per-catalog basis.

Agent & MCP integrations

Expose your catalog to AI agents through the MCP server. ChatGPT Apps SDK, Claude, Cursor, and any MCP-compliant host. Search, enrichment, and feeds become tools an agent can call directly.

Developer Experience

Everything you'd expect.

API keys + dashboard

Manage credentials, monitor usage, set spend limits, and track calls per endpoint, all from a single developer dashboard.

Consumption-based billing

Pay for what you use. Searches and enrichments are metered independently. Scale up or down without changing plans.

REST + webhooks

Clean REST API with structured JSON responses. Webhooks for async enrichment completion and catalog change events.

Be first in line.

The public spec is live at developer.vairetail.com/docs; the full Developer API and MCP server ship in 2H 2026. Join the waitlist to get early access, locked-in launch pricing, and direct input on the API roadmap.