The category page gap
Your customers search in thousands of specific ways. Your site has dozens - maybe hundreds - of category pages. The gap between what customers search for and what your site offers is where revenue gets lost (often $500K to $2M+ per year for mid-size retailers).
searches go unmatched
Many e-commerce sites only have category pages for a fraction of the ways customers search. Those unmatched searches often end up on competitor sites.
to launch new pages
With Similar AI, new pages can be created and go live very quickly, for example, Shopify setup takes minutes, and pages are ready to rank from day one, with revenue typically following within weeks. No CMS bottlenecks or engineering queues.
ROI achieved by Visual Comfort
Retailers who identify missed opportunities and create the right category pages see dramatic improvements in organic traffic and revenue.
Built for high-consideration retail
Similar AI delivers the strongest results for omnichannel retailers with large catalogs and high average order values. These are the verticals where we see the best ROI.
Furniture & Home Furnishings
Customers search for furniture by room, style, material, and size. Similar AI's New Pages Agent identifies the category pages you're missing and creates them with relevant products and helpful content.
Lighting & Electrical Fixtures
From pendant lights to outdoor sconces, the ways customers search for lighting are endless. The New Pages Agent connects your product catalog to the specific searches customers are making.
Consumer Electronics & Home AV
Electronics shoppers research specific features, compatibility, and use cases. The New Pages Agent creates category pages that match how customers actually think about your products.
Luxury Fashion & Accessories
High-AOV fashion customers search by designer, style, occasion, and material. The New Pages Agent helps you capture these searches with curated category pages.
Sports, Outdoor & Cycling
Outdoor enthusiasts search by activity, terrain, and conditions. The New Pages Agent creates the category pages that connect your products to the specific ways customers search.
Watches & Fine Jewellery
Luxury buyers search by brand, style, occasion, and price point. The New Pages Agent identifies the curated collections you're missing and helps you capture high-intent searches.
Visual Comfort: 29x ROI from automated category pages
Visual Comfort, a luxury lighting retailer with 20,000 products, used Similar AI to identify missed search opportunities and create new category pages. According to Jennifer Skeen, the result was a 29x return on investment within the first year.
What the agents do
The agents handle the heavy lifting and deliver ready-to-publish changes. You review and approve, or let them publish directly.
From missed opportunity to revenue in weeks, not quarters
Traditional SEO workflows can take weeks or even months. You identify an opportunity, brief a writer, wait for engineering to build the page, iterate on feedback, and finally publish. By then, the opportunity may have changed.
Our agents can compress this timeline from months to weeks. The New Pages Agent identifies opportunities and builds pages with your products and relevant content. The Linking Agent connects everything together. You review and approve, or let the agents publish directly.
The result: category pages that match customer intent, published at a pace your competitors can't match.
Works with your platform
Our agents integrate with the e-commerce platforms and CMS tools you already use. No migration required.
Frequently asked questions
Which types of retailers benefit most from Similar AI's AI agents?
Similar AI is purpose-built for omni-channel retailers carrying between 3,000 and 100,000 products across verticals such as furniture, lighting, electronics, and luxury goods. These categories typically have deep attribute-driven search demand that the Topic Sieve and New Pages Agent can systematically convert into organic revenue.
How do AI agents identify missed search opportunities for my store?
The Topic Sieve filters candidate category pages from your product catalogue against real search demand, checking search volume, product sufficiency, existing traffic, page competition, and product match, to identify new category pages worth building that can drive incremental revenue. The New Pages Agent then automatically creates optimized category pages based on search demand and revenue potential, complete with internal links and structured data.
How does Similar AI handle use cases specific to furniture or lighting retailers?
Furniture and lighting catalogs often have hundreds of attribute combinations-material, style, finish, room type-that generate distinct search queries. The Enrichment Agent standardizes and enriches those attributes so the New Pages Agent can create targeted collection pages that match the way shoppers actually search.
Can Similar AI's agents help with an electronics catalog that changes frequently?
Yes. The Cleanup Agents continuously monitor your catalog for underperforming pages and low-quality content, removing or consolidating pages that no longer convert, keeping your site healthy as inventory changes. The Content Agent updates existing pages when product details shift, so you don't lose rankings you've already earned.
How does the Linking Agent support different retail use cases?
The Linking Agent uses data from Google Search Console, SERP similarity analysis, crawl data, and revenue metrics to build data-driven internal links across your site using multiple specialized linking strategies, regardless of your vertical. By connecting related pages intelligently, it can help reinforce topical relevance and guide shoppers deeper into your catalog, potentially improving both rankings and conversion paths.
See the category pages you're missing
Book a demo to see how our agents identify missed search opportunities for your catalog and show you exactly where revenue is being left on the table.