AILab AEO SEO Optimizer LLMs vs GEO Agent
Two Shopify apps, side by side: detected stores, momentum, reviews, plans, listed features and who runs each. Store counts as of Nov 3, 2026 for AILab AEO SEO Optimizer LLMs, Oct 13, 2026 for GEO Agent.
The short answer
- GEO Agent lists 10 features AILab AEO SEO Optimizer LLMs’s listing doesn’t mention, including AI generation, Audits, Content analysis.
Head to head
Starter
Growth
Enterprise
Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.
See every featureCheck robots.txt, agents.md, llms.txt, llms-full.txt, and selected products. Review product descriptions and structured product and variant data where available. Each result shows evidence and is marked issue, pass, unknown, or not applicable. Use guidance to make Shopify changes or work with your theme developer, then re-check. Preview draft discovery files from an introduction and selected products.
GEO Agent shows Shopify merchants which product facts are missing or hard for machine readers to parse. It audits catalog fields, records sampled buyer-intent responses, drafts product-description improvements, and generates structured storefront metadata. Merchants review every proposed description change before it is written.
- Check robots.txt and public agents.md, llms.txt, and llms-full.txt paths.
- Review product descriptions and structured product and variant data.
- See evidence, next steps, and re-check results for each finding.
- Audit product data gaps with documented catalog-readiness checks
- Review sampled buyer-intent responses and benchmark progress
- Draft product-description fixes and apply them only after approval
- Generate JSON-LD and llms.txt from Shopify product data
All the numbers
Every figure, side by side
A green dot marks the app ahead on a measured figure. Estimates, gaps and apps that leave no storefront trace never take the lead.
Adoption
| Measure |  GEO Agent | |
|---|---|---|
| Detected stores | Not published | Not published |
| Net store change, 28 days | 0 | 0 |
| Stores added, 28 days | Not enough data | Not enough data |
| Big-brand share | Not enough data | Not enough data |
| Top store categories | Not published | Not published |
| Top store countries | Not published | Not published |
Reviews
| Measure | GEO Agent | |
|---|---|---|
| App Store rating | Not published | Not published |
| App Store reviews | Not published | Not published |
| New reviews, 28 days | Not enough data | Not enough data |
| Reviewers a year or more in | Not enough data | Not enough data |
Pricing
| Measure | GEO Agent | |
|---|---|---|
| Free plan | Not listed | Not listed |
| Lowest paid monthly plan | No monthly plan listed | $99/month |
| Longest free trial | Not listed | 14 days |
| Plans listed | Not published | 3 |
Listing
| Measure | GEO Agent | |
|---|---|---|
| Shopify category rank | Not enough data | #1118 |
| Shopify App Charts | Not on this week’s charts | Not on this week’s charts |
| Built for Shopify | No | No |
| Launched | Nov 2, 2026 | Aug 17, 2026 |
| Languages | 1 | 1 |
| Developer | RoMagic | 8BitConcepts |
FAQ
AILab AEO SEO Optimizer LLMs and GEO Agent: common questions
- What features does each app list that the other doesn’t?
- GEO Agent lists 10 the others don’t mention, such as AI generation, Audits, Content analysis, Insights and tips. A feature missing from a listing may still be supported; this compares what each App Store listing says.
- Where does this comparison’s data come from?
- Shoplist crawls Shopify storefronts to detect which apps each store runs, and reads each app’s Shopify App Store listing for reviews, pricing, features and integrations. Store counts are as of Nov 3, 2026 for AILab AEO SEO Optimizer LLMs, Oct 13, 2026 for GEO Agent; estimated figures are labeled.
How Shoplist compares apps
Store counts come from Shoplist’s crawl of Shopify storefronts, which detects the apps each store runs; they are as of Nov 3, 2026 for AILab AEO SEO Optimizer LLMs, Oct 13, 2026 for GEO Agent. Reviews, ratings, plans, features and integrations come from each app’s Shopify App Store listing. 28-day figures are labeled when estimated, and a figure that is missing or estimated never decides who leads. Read the methodology.