Shopping Feed Enrichment for AI Agents

AI agents are becoming the new shopping assistants. They compare products by reading feeds, structured data, and merchant listings. If your product data is thin or inconsistent, agents skip you. We enrich your catalog so machines can read, trust, and recommend it.

We work across your full product data stack: Merchant Center feeds, supplemental feeds, JSON-LD schema, and on-page attributes. Everything gets aligned into one clean source of truth that both Google Shopping and AI agents can parse without guessing.

Make every SKU agent-readable

Agents cannot recommend what they cannot parse. We audit every attribute that matters, from GTINs and variants to shipping and returns data, then fill the gaps that keep your products out of AI recommendations.

Your JSON-LD, Merchant Center feed, and product pages should tell one story. We sync them so conflicting data never costs you a recommendation.

We complete and standardize your product attributes across feeds. Titles, descriptions, identifiers, variants, pricing, and availability, all structured for machine reading.

0 %+

Get Ready before Agentic checkout arrives

Agentic checkout is moving from demo to default. Catalogs with complete, trustworthy data will be first in line. We prepare yours now so you are ready the day agents start buying.

Google, Bing & Yandex Merchant Center Expertise

We manage primary and supplemental feeds directly, so fixes ship into Google & Bing's ecosystem fast and without disrupting live listings.

Feed Health Scoring

Every engagement starts with a feed audit that scores completeness, consistency, and machine readability across your catalog.

Product data is the new packaging

Shoppers judge products by photos and copy. Agents judge them by data. Brands with the cleanest product data will win the recommendations, the comparisons, and eventually the checkout.

Product Feed Enrichment Roadmap

We audit your catalog, score every attribute, and prioritize fixes by revenue impact. High-value products get enriched first. Then we set up supplemental feeds and schema so improvements ship without waiting on site changes.

Frequently asked question

 It is the work of completing and structuring your product data so AI shopping tools and agents can read, compare, and recommend your products accurately.

Most feeds meet Google's minimum requirements but miss the attributes AI agents use to compare products. Minimum compliance gets you listed. Enrichment gets you recommended.

Usually not. Supplemental feeds and Merchant Center rules let us ship most fixes without touching your site. Schema changes may need a developer, and we provide ready-to-paste code.

Google Shopping, AI Overviews, ChatGPT shopping results, Copilot shopping, and emerging agentic checkout tools. Clean structured data serves all of them.

A typical catalog audit takes one week. Enrichment runs in prioritized batches after that, with the highest-revenue products fixed in the first 30 days.