FirstShelf uses GEO to turn listings into product signals AI can understand, cite, and recommend.
SEO helps you rank in search. GEO helps AI assistants understand the facts and evidence behind your product.
Bring in your title, description, attributes, and image
We flag vague wording, missing details, and weak structure
You leave with clearer signals AI can parse with confidence
See weak facts, quote-friendly sentences, spec completeness, variant clarity, readability, trust cues, and visual evidence in one audit view.
See what's weak, fix it, and make your listing easier to recommend.
We score the signals AI relies on: clarity, structure, trust, platform fit, and visual proof.
We make titles, descriptions, and details easier to read—without sounding robotic.
We catch missing photos and claims your images don't back up.
It's not about louder copy. It's a clearer title, real specifics, and images that match what you say.
A sample before-and-after view of how FirstShelf turns a broad listing into clearer product signals for AI systems.
Example product image
Simple planner template for weddings. Great for brides. Instant download.
Improved product image
Comprehensive printable wedding planner with budget worksheets, timelines, guest planning pages, vendor checklists, and clean typography designed for at-home printing.
The title names the format, audience, and scope—not just a broad category.
Specific, structured details give AI something concrete to compare and cite.
Your listing is easier to trust when the images back up the description.
Everything you need to know about GEO for marketplace listings
Practical guides to getting your products recommended by AI.
OpenAI’s product feed ads let sellers buy a slot inside ChatGPT answers. But June 2026 data shows most responses carry a single ad, trust in AI search is falling, and ad spend barely moves organic AI visibility. Here is how to pair paid ads with the GEO that earns citations.
7 min read
ChatGPT forgets your latest product launch while Perplexity cites it the same day. The reason is AI memory posture: parametric memory vs. live retrieval. Learn how to audit which system each engine uses and fix the right layer.
8 min read
Lily Ray's analysis of 11 sites shows ChatGPT citations dropped 27.8% after Google ranking losses — but Perplexity barely moved. Here's how to optimize for both platforms separately.
6 min readClearer signals help right away. Over time, consistency across your listings makes your whole brand easier for AI to trust and cite.
Start with one free audit. Move up only when you need more volume and deeper rewrites.
For your first listing audit
See how AI reads one of your listings.
For active marketplace catalogs
Audits, rewrites, and visual checks for listings you update often.
For teams building brand visibility
More volume and strategy for brands growing beyond single listings.
Monthly limits reset every month. All prices in USD.