Most catalogs are half empty
Feeds piped from your store carry the basics. The attributes that decide ranking, like material, highlights, and detailed specs, are usually blank.
In Google Shopping and AI search, your ad spend gets you into the auction, but your product data decides whether you win it. We take your entire Merchant Center catalog to complete, accurate, AI-ready attributes, researched and validated at machine scale, with your team approving rather than assembling.
What we work on
Google Shopping and the new AI shopping surfaces rank products on the richness and accuracy of their structured data. Most catalogs arrive 40 to 70% complete: titles, prices and images are there, the high-value and AI-shopping attributes are not. We close that gap.
Feeds piped from your store carry the basics. The attributes that decide ranking, like material, highlights, and detailed specs, are usually blank.
Structured Q&A, highlights and related products almost never get written for thousands of variants. They are exactly what AI assistants read when they shop.
Template bugs, wrong categories, promotional text in titles, and malformed values pass Google's checks while quietly suppressing performance.
Google ranks and recommends on the completeness and accuracy of your structured data. Sparse catalogs lose ground in Shopping and go missing from AI answers.
Why LimeLight
Feed tools move and map the data you already have. We generate the missing, validated content itself, the actual attribute values, which is what gets a catalog to complete.
We populate the new attributes Google built for AI assistants: structured Q&A, highlights, detailed specs, and product relationships. Catalogs that have them get surfaced by AI shopping. Catalogs that do not are invisible to it.
A catalog is thousands of variants times dozens of attributes, tens of thousands of researched data points. The Fleet does the research and writing at machine speed, and your team approves.
One connector and one credential cover your whole catalog. It is the product-data layer behind our Agentic SEO and Paid Media work, so Shopping, free listings, and AI search all pull from complete data.
Enrichment is a supplemental overlay, never a destructive write to your account. Revert to your baseline at any time.
How the work runs
The catalog work runs as a disciplined loop. We diagnose coverage, prioritize by real revenue, research and validate every value, draft your products to complete, and publish only what you approve. Then it folds into ongoing maintenance, so the catalog stays complete as products change.
01 /
Register your brand and link its Merchant Center ID.
02 /
Pull account issues and a full-catalog coverage map: every attribute, populated or missing, and where the disapprovals are.
03 /
Rank products by real GA4 revenue so the work lands on the items that matter first.
04 /
Read your product and About pages and extract only what is explicitly stated, quoting the source.
05 /
Correct titles and descriptions, fill every applicable attribute, and write the AI-shopping layer: highlights, specs, Q&A, and related products.
06 /
You sign off on a before and after sheet. Approved enrichment publishes to the supplemental feed, Google ingests it, and we re-check health.



People + Fleet
Fleet brings specialist AI agents into the research and implementation work. Your brand context, priorities and connected data guide the system.
Our people set direction, review the work and remain accountable for decisions. We agree on the scope and approval rules with you, so our team and the agents know where they can act.
The LimeLight Loop
I'm beyond impressed with this solution. Any other agency that I could think of would have said this is how the platform works, tough. I'm beyond impressed.
Adam Walker · Sunnyland Farms
Your next move
We will read your Merchant Center, map your full-catalog coverage, and show you exactly which attributes are missing and what reaching complete would unlock. No guesswork, just your data.
Tech partnerships
Strategy and implementation together, on the platforms your team manages.









