What is a Product Data
Infrastructure layer?
Enriched-AI is a universal interface between large language models, autonomous agents and real-world product data.
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We provide a production-grade Model Context Protocol (MCP) layer for brands, enabling AI systems to retrieve live, structured, permissioned product data instead of relying on web crawling, scraping or proprietary integrations.
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Enriched-AI turns enterprise inventory, pricing, availability and rules into AI-readable context that models can trust, reason over and act on, giving them contextually relevant product recommendations and reasoning as to why that best matches the consumer prompt.
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For AI platforms, we provide a stable, governed, scalable source of product truth.
For brands, we provide their official AI-grade data presence inside LLM ecosystems.
MCP-as-a-Service for Brands
Enriched-AI acts as the official Model Context Protocol layer for a brand. Instead of scraping HTML or guessing intent, AI systems can call brand product data through a single, governed interface.
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> Brands connect their product data once.
> Enriched-AI publishes and maintains their AI-grade MCP endpoints.
We maintain an index of brand-approved MCP maps that AI systems can query, allowing LLMs to discover and retrieve:
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Which brands are available
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What they sell
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How their data can be used
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What rules apply
This eliminates the need for brands to build and maintain custom integrations with every AI platform, and gives LLMs a consistent, trusted registry of commercial data sources.
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For AI platforms, Enriched-AI becomes a high-signal, low-noise source of product truth.
For brands, it becomes their AI distribution layer.​
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Brand Control, Governance & Merchandising
Enriched-AI is not simply an integration layer, it is a governed commercial interface.
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Brands control:
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Which products are exposed
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How they are described
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How they are ranked
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Where they can appear
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What attribution is required
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What usage is permitted
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This allows brands to merchandise inside AI systems in the same way they do on e-commerce platforms, natively inside LLM-driven discovery.
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AI platforms receive clean, permissioned, monetisable data.
Brands retain ownership, visibility and commercial control over how their products surface.
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This prevents AI search from becoming a closed, monopolised channel controlled by whoever owns the crawler.
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Designed for Real-World Scale
Enriched-AI is built for production AI workloads, not demos.
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Supports high-volume, low-latency AI queries
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Handles dynamic pricing and availability
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Works across multiple models and agents
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Optimised for retrieval-augmented generation
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Built to integrate with emerging AI protocols
ONBOARDING DESIGNED FOR SPEED
Brands connect via API, feed or batch export.
AI search applications and LLM foundational models can query it immediately.
For AI platforms, Enriched-AI is the missing data layer that allows AI systems to safely operate in the real economy.
For brands, we get you going instantly, no dev team resource, no new supplier onboarding just high intent traffic with quick, easy and efficient results
A&P aligned pricing model
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Affiliate and CPA / CPC
Traditional CPM model for impressions within AI answers, plus affiliate commission when sales are delivered, all through your existing affiliate programme
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Consistent and scalable
Deploying Enriched-AI through MCP-as-a-service or directly on-site ensures a consistent, scalable approach to managing API data ingestion and infrastructure
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Cost reduction and efficiancy
Enriched-AI standardises your AI data infrastructure, reducing manual overhead and ensuring consistent API performance across the board.
