AgentRank vs LLM Rank ‑ AI Visibility
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 AgentRank, Oct 13, 2026 for LLM Rank.
The short answer
- Only LLM Rank lists a free plan. Paid plans start at $49/month for AgentRank and $9/month for LLM Rank.
- AgentRank lists 14 features LLM Rank’s listing doesn’t mention, including Analytics, APIs and webhooks, Audits.
Head to head
Momentum
New reviews each month
Review pace is the clearest public read on how fast an app is winning new merchants.
Starter
- · 100 product optimizations per month
- · AI traffic and revenue attribution
- · Analyze your full catalog
- · Track 5 AI questions
- · Weekly automated re-scans
Growth
- · 300 product optimizations per month
- · AI traffic and revenue attribution
- · Analyze your full catalog
- · Track 20 AI questions
- · Weekly automated re-scans
Pro
- · 1000 product optimizations per month
- · AI traffic and revenue attribution
- · Analyze your full catalog
- · Track 50 AI questions
- · Weekly automated re-scans
Enterprise
- · 10,000 product optimizations per month
- · AI traffic and revenue attribution
- · Analyze your full catalog
- · Re-analyze products when content changes
- · Track 50 AI questions
Free
- · AI SEO files for small catalogs
- · Auto Publish
- · Generate llms.txt and agents.md
- · Up to 100 products
- · Up to 50 collections
- · Weekly AI content auto-sync
Pro
- · Auto sync (daily/weekly/monthly)
- · Custom AI agent instructions
- · Featured products for AI agents
- · Priority email support
- · UCP, MCP and 100+ bot controls
- · Unlimited AI visibility content
Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.
See every featureShoppers now ask AI assistants for recommendations before they search. If an assistant cannot read your product data, it recommends a competitor instead. AgentRank scores every product the way AI assistants read it and shows the exact fields that are missing. Fixes are grouped by attribute, so you can review a group, edit any value, and apply it to every product at once.
AI shopping is changing how customers discover products. If AI agents cannot read your catalog, your products may never be recommended. LLM Rank helps improve AI SEO, GEO, AEO and AI visibility by generating llms.txt, llms-full.txt and agents.md for your store. Help ChatGPT, Claude, Gemini, Perplexity and AI crawlers understand your products, prices, stock, pages and collections.
- AI visibility score for every product, read the way AI assistants read it
- See the exact product fields AI assistants cannot find
- Fix gaps in bulk, grouped by attribute, with your approval on every value
- Track the visits and orders that AI assistants send to your store
- Improve visibility on ChatGPT, Claude and AI search
- One-click llms.txt setup - no coding required
- Choose daily, weekly or once-a-month sync schedules
- Custom AI instructions - tell LLMs what to prioritize
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 |  AgentRank |  LLM Rank |
|---|---|---|
| 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 | AgentRank | LLM Rank |
|---|---|---|
| App Store rating | Not published | 5.0 ★ |
| App Store reviews | Not published | 1 |
| New reviews, 28 days | Not enough data | Not enough data |
| Reviewers a year or more in | Not enough data | Not enough data |
FAQ
AgentRank and LLM Rank: common questions
- Is AgentRank or LLM Rank cheaper?
- Only LLM Rank lists a free plan. Paid plans start at $49/month for AgentRank and $9/month for LLM Rank. Shoplist compares base prices only between monthly plans in the same currency; usage charges and annual plans vary, so check each plan’s limits.
- What features does each app list that the other doesn’t?
- AgentRank lists 14 the others don’t mention, such as Analytics, APIs and webhooks, Audits, Backlinks. LLM Rank lists 2 the others don’t mention, such as Sitemaps, URL optimization. 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 AgentRank, Oct 13, 2026 for LLM Rank; 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 AgentRank, Oct 13, 2026 for LLM Rank. 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.