SEO gets pages found. GEO gets products chosen.
SEO optimizes for search results and human clicks. GEO optimizes the product signals generative engines need when they summarize, compare and recommend.
Same catalog. Different evaluator.
A search engine ranks documents. An AI agent builds an answer. That answer may include only a few products, which means clarity, evidence and comparison signals become the new battlefield.
SEO is still the foundation for crawlability, authority and discoverability.
GEO focuses on machine-readable meaning, recommendation confidence and citations.
The strongest commerce strategy uses SEO quietly where it supports GEO.
GEO vs SEO at a glance
| Area | SEO | GEO |
|---|---|---|
| Primary goal | Help pages rank and earn clicks from search results. | Help products become understandable, comparable and measurable in AI visibility checks. |
| Decision maker | Search algorithms and human shoppers browsing result pages. | AI agents building answers, comparisons and product shortlists. |
| Signals | Keywords, technical health, links, metadata and snippets. | Entities, use cases, attributes, comparison context and citation readiness. |
| Measurement | Rankings, impressions, clicks, sessions and conversions. | Readiness, citations, recommendation visibility and AI-commerce impact. |
| Catalog workflow | Optimize pages one by one or through SEO templates. | Scan the catalog, generate controlled signals, apply in bulk and revert instantly. |
SEO and GEO optimize for different moments
SEO helps a shopper reach a page. GEO helps an AI system decide whether that product deserves to appear in the answer.
SEO
Keywords, technical health, links, snippets, rankings and traffic.
GEO
Entities, product signals, comparison context, citations, readiness and AI-commerce impact.
Together
A crawlable store with product data clear enough for AI agents to trust.
Why catalogs need a GEO workflow
Most product catalogs were written for storefront browsing, not for AI comparison. Krawfly bridges that gap without forcing merchants to rewrite everything manually.
Scan
Find products with missing context, weak descriptions and low readiness.
Generate
Create controlled product signals for AI engines, markets and languages.
Track
Monitor citations and recommendation visibility after changes go live.
Three GEO moves that do not require a catalog rewrite
Keep SEO. Then add signals AI systems can parse. llms.txt is one optional layer — not a ranking switch.
Publish llms.txt
Host a Markdown map at /llms.txt so compatible agents can retrieve a clean site summary. Generate one free, then treat it as a discovery file, not a guarantee.
Fix thin product copy
Models skip products they cannot describe with confidence. Add entity, use-case and comparison context.
Add Product schema
JSON-LD gives crawlers parseable price, availability and brand — useful for both search results and AI retrieval.
Answer engine questions
Should I stop doing SEO?
No. Keep the technical SEO foundation. Use GEO to make products more useful to AI engines.
Does GEO mean keyword stuffing for AI?
No. Good GEO is structured clarity, not spam. It improves meaning, evidence and comparability.
Is GEO only for ecommerce?
No, but catalogs have the most to gain. Shopping answers often return a shortlist, not ten blue links — so product clarity matters more than another ranking page.
Does llms.txt guarantee citations or rankings?
No. It is an emerging file format. Compatible crawlers can use it as a clean site map, but it does not rank you in Google or force ChatGPT, Gemini or Perplexity to recommend you.
Do I have to choose between SEO and GEO?
No. Clearer descriptions, structured data and crawl access help both. Treat GEO as an additive layer, not a replacement.
Where should I start?
Keep technical SEO. Scan for thin descriptions, missing Product schema and blocked AI crawlers. If you have no llms.txt yet, generate one and host it at the domain root.
Are Google AI Overviews the same as GEO?
No. AI Overviews are a Google Search UI you read in Search Console. GEO is the catalog work that makes products recommendable in chat engines and parseable for Search. Measure Overviews in GSC, citations in a GEO tool, visits in GA4 — three ledgers.
Build the GEO layer on top of your product catalog
Start with a free llms.txt, then use Krawfly to scan, generate and track product signals at catalog scale.
Apply for early access