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Similar AI's Cleanup Agent

Stop showing the wrong products to the wrong market

Multi-market e-commerce sites can end up with category pages displaying products from other countries. Customers find items they can't buy. Similar AI's Cleanup Agent identifies underperforming and misaligned pages and delivers structured cleanup instructions via API, so you can correct them before they lose sales.

$2.4M

New annual revenue (Visual Comfort)

29x

ROI achieved by Visual Comfort

7.3M+

Pages optimized across all customers

Cross-market leakage loses sales

When you operate in multiple countries, products from one market can accidentally appear on pages targeting another. Customers find items they can't buy, leave frustrated, and your pages lose visibility.

Products from other countries

A UK category page showing products only available in Germany. A US page featuring items priced in euros. These mismatches happen when inventory feeds, product attributes, or faceted navigation aren't properly filtered by market.

Customers land on the wrong page

Google uses on-page signals to determine which market a page serves. When product listings don't match the page language or region, customers from each market may get sent to pages that don't serve them, and visibility can hurt in both markets.

Customers can't convert

A shopper lands on a category page, finds the product they want, clicks through and discovers it can't be shipped to their country. They leave. No conversion, no revenue from that visit. Bounce rate can rise, and visibility may drop further though the underlying mechanics are more complex than this simplified framing suggests.

Detect cross-market pages and get structured cleanup instructions

Cleanup Agent analyzes your category pages, identifying underperforming and misaligned pages where products don't match the target market. It then delivers structured instructions via API to consolidate, redirect, or remove them, with a review-before-publish option.

1

Analyze category pages across all markets

Cleanup Agent reviews your multi-market site to identify underperforming and misaligned category pages. It identifies which market each page targets using signals such as SKU patterns, currency, availability, shipping regions, and language.

2

Detect cross-market mismatches

Cleanup Agent detects category pages that display products from other countries or markets by analyzing SKU patterns, currency, availability, shipping regions, and language. Pages with cross-market product mismatches are flagged for action.

3

Deliver structured cleanup instructions

Cleanup Agent identifies underperforming pages and delivers structured API instructions to consolidate, redirect, or remove them, keeping the catalog focused on pages that convert.

4

Review before publishing

You can review changes before publishing via API, with a full activity log and the ability to roll back any change. The agent provides actionable changes, not just reports.

Common cross-market issues we detect

Cross-market leakage takes many forms. Here are the patterns Cleanup Agent identifies most frequently on multi-market e-commerce sites.

Products with foreign-market SKUs

A UK category page showing products with DE- prefixed SKUs, or a US page displaying items with EU product codes. The product exists on the site but shouldn't appear on this market's pages.

Example: A German-only SKU appearing on a UK 'Garden Furniture' page because the product was incorrectly tagged during import.

Prices in the wrong currency

Category pages showing products priced in a currency that doesn't match the page's target market. Customers see prices they can't pay, and leave confused.

Example: A French category page showing products priced in GBP instead of EUR, making the page useless for French shoppers.

Products unavailable for shipping

Products that can't be shipped to the target market appearing on category pages. Customers click through only to discover at checkout that the item won't be delivered to their address.

Example: US-only products appearing on a Canadian category page due to shared inventory feeds.

Language mismatches in product data

Product titles or descriptions in a different language from the rest of the page. Often happens when product data is pulled from a master catalog without proper localization.

Example: English product descriptions appearing on a Spanish category page because translations weren't completed before launch.

Manual checking vs automated detection

Cross-market issues can be easy to miss in manual audits because they require comparing product-level data against market rules. Cleanup Agent does this comparison across your pages automatically.

Without cross-market detection

  • ×Cross-market issues go unnoticed until a customer complains or visibility drops in a specific market
  • ×Manual audits check a sample of pages but can't review every product listing on every category page
  • ×No systematic way to identify which filtering rules or data feeds are causing the leakage
  • ×Customers from each market land on pages that don't serve them, resulting in lost sales in both markets
  • ×Fixes are reactive, addressing complaints rather than preventing issues

With Cleanup Agent

  • Category pages can be checked for cross-market products automatically, typically on a weekly or monthly schedule
  • Issues are surfaced before they affect customers, with specific products and pages identified
  • Cleanup Agent delivers structured cleanup instructions your site can implement via API
  • Each market shows only relevant products; customers find what they can actually buy
  • Your team can review changes or let the agent publish them automatically

Built for multi-market e-commerce

Cross-market cleanup is especially valuable for e-commerce sites that operate in multiple countries with shared product catalogs. If you have separate sites or subfolders for different markets (example.co.uk, example.de, example.com/fr/) and products can appear on more than one, you're at risk of cross-market leakage.

Cross-market cleanup and duplicate page detection are part of the Cleanup Agent toolkit. The New Pages Agent handles demand-without-supply analysis. Together, these features help you maintain a clean, relevant site structure that customers and Google can trust.

The result: each market's pages show only products relevant to that market, which can improve visibility, user experience, and conversion rates.

“The most important benefit is that we were able to deliver seven-figure annual revenue growth with amazing ROI. Using Similar AI pages also saves significant time and can help us respond more quickly to market trends and consumer behavior.”

Jennifer Skeen

VP of e-commerce, Visual Comfort & Co.

Case Study

How Visual Comfort achieved $2.4M in new annual revenue with 29x cumulative ROI

Visual Comfort, a lighting and home furnishings retailer, used Similar AI to create and optimize pages, addressing gaps where existing pages didn't match how customers search. This drove seven-figure revenue growth with $2.4M in new annual revenue and 29x cumulative ROI, according to Jennifer Skeen, VP of e-commerce at Visual Comfort & Co.

$2.4M
New annual revenue
29x
Cumulative ROI
Multiple
New pages created
Weeks
To first revenue

Frequently asked questions

What ROI can we expect from fixing cross-market issues?

ROI depends on how many cross-market issues exist and how much traffic those pages receive. For example, Visual Comfort achieved $2.4M in new annual revenue and 29x cumulative ROI from Similar AI’s automated page creation and SEO processes. We can show you the specific opportunity for your site in a demo.

Does this require engineering resources to implement?

Cleanup Agents is fully managed: you don’t need to deploy anything. The agent automatically identifies underperforming and misaligned pages and delivers structured cleanup instructions via API, with a review-before-publish option and the ability to roll back any change. For systematic issues that require platform-level fixes, Cleanup Agents provides the data your engineering team needs.

How quickly can we see results?

Detection of inventory gaps typically begins within 2–4 weeks of implementation. Once you’ve addressed the identified issues, visibility improvements can follow within roughly 2 to 8 weeks as updated pages are recrawled. Multiple customers have seen revenue impact within weeks.

How does Cleanup Agents know which market a product belongs to?

For cross-market cleanup specifically, Cleanup Agents can analyze signals such as product SKU patterns, currency, availability data, shipping regions, and language. You can also provide explicit market mappings if your product data includes market-specific attributes. During a demo, the agent classifies your site’s pages and identifies coverage gaps.

Does this work with ccTLDs, subdomains, and subfolders?

Yes. Cleanup Agents works with any multi-market URL structure: separate domains (example.co.uk, example.de), subdomains (uk.example.com), or subfolders (example.com/uk/). The agent identifies the target market from URL patterns and on-page signals.

What if a product legitimately sells in multiple markets?

That’s expected. The platform flags products that appear on the wrong market’s pages, not products that are available globally. If a product is available in both the UK and Germany, it should appear on both market’s category pages with the correct localization.

How is this different from duplicate page detection?

Duplicate detection finds pages targeting the same search intent, regardless of market. Cross-market detection finds pages with the correct intent but wrong product listings. A German ‘garden furniture’ page and a UK ‘garden furniture’ page are not duplicates (they serve different markets), but cross-market detection would flag if the German page accidentally showed UK products.

See which pages have cross-market products

Book a demo and we'll run Cleanup Agent on your site. You'll see exactly which category pages are showing products from other markets, plus structured cleanup instructions you can implement right away.