UCP Fluent provides a ranking infrastructure that helps brands get their products selected by AI shopping agents across all AI surfaces. By automatically extracting product identity and attributes from Shopify stores and allowing agencies to add expert intent mapping, the platform enriches catalogs with structured data and publishes them to AI channels, delivering measurable GMV growth for clients.
Funding
Funding not disclosed
Founders
Product
Problem
AI shopping agents often fail to surface merchant products because the product data lacks the structured attributes and intent mapping required for high rankings on AI surfaces. Without a dedicated channel, agencies cannot reliably prove AI‑attributed revenue to their clients.
Solution
UCP Fluent offers a ranking infrastructure that transforms a Shopify catalog into an agent‑ready feed. The platform automatically extracts baseline product identity, category, and standard attributes, then lets agency experts add intent‑focused mappings and ranking‑critical details. It generates registration‑ready GTINs, applies GPC Brick classification, and synchronizes the enriched catalog across all AI surfaces, including Google and live MCP agents such as ChatGPT and Perplexity. Continuous monitoring provides an Agent Trust Score and verified attribution receipts, enabling agencies to demonstrate the GMV driven by AI agents. The service is deployed at no cost to agencies, while merchants pay a usage‑based subscription directly through Shopify.
Target Audience
Primary customers are Shopify agencies that manage e‑commerce merchants, and the merchants themselves who need AI‑driven product discovery and attribution.
Features
- Automatic extraction of product identity, category, and standard attributes from Shopify stores
- Expert‑driven intent mapping layer that enriches catalogs with ranking‑critical data
- Generation of registration‑ready GTINs and automatic GPC Brick classification
- Multi‑surface synchronization to all AI shopping agents (Google, ChatGPT, Perplexity, etc.)
- Real‑time Agent Trust Score monitoring and verified attribution receipts for GMV reporting
- Cloud‑native infrastructure built on Google Cloud, Vertex AI vector pipeline, and Gemini LLM engine
- Usage‑based subscription pricing with tiered plans for up to 5,000+ product variants