AgentRank vs OtoRank: AI Visibility & AEO
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, Nov 8, 2026 for OtoRank.
The short answer
- Only OtoRank lists a free plan. Paid plans start at $49/month for AgentRank and $14.99/month for OtoRank.
- AgentRank lists 14 features OtoRank’s listing doesn’t mention, including AI generation, APIs and webhooks, Audits.
Head to head
- Australia
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
- · 5 trial credits to test AI generation
- · AEO score for every product
- · AI readiness gap analysis
- · Product & FAQ schema markup (JSON-LD)
- · Review queue
- · See which products are invisible to AI
Growth
- · AI-generated FAQs — the content AI assis
- · AI-optimised product descriptions
- · Auto-updating llms.txt & llms-full.txt
- · Be found by ChatGPT, Perplexity & Claude
- · Bulk "Optimize All"
- · Buyer guides, comparisons & use cases
Pro
- · 750 credits/month - 3× the output
- · Agent permission rules
- · Dedicated priority queue
- · Everything in Growth
- · Recommendation Framework
- · Review queue
Enterprise
- · 2,000 credits/month
- · 5× the dedicated bulk-generation workers
- · Bulk generation across entire catalogue
- · Dedicated support & onboarding
- · Everything in Pro
- · Review queue, even catalogue-wide runs
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.
OtoRank helps Shopify merchants optimize their products for AI search and shopping. Measure AI visibility with an AEO score, identify products that need improvement, and generate AI-ready product content, FAQs, buyer guides and structured data. Review every AI-generated change before publishing. Optimize your store for ChatGPT, Claude, Gemini, Perplexity and AI shopping agents.
- 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
- Get recommended by ChatGPT, Claude and AI shopping agents
- AI Visibility & AEO Score
- AI shopping guide updated as your catalog grows
- Review every AI suggestion before publishing
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 |  OtoRank |
|---|---|---|
| Detected stores | Not published | 3 |
| 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 | Business & Industrial, Home & Garden |
| Top store countries | Not published | Australia |
Reviews
| Measure | AgentRank | OtoRank |
|---|---|---|
| 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 OtoRank: common questions
- Is AgentRank or OtoRank cheaper?
- Only OtoRank lists a free plan. Paid plans start at $49/month for AgentRank and $14.99/month for OtoRank. 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 AI generation, APIs and webhooks, Audits, Automations. OtoRank lists 5 the others don’t mention, such as Bulk editing, Content analysis, Conversion tracking, JSON-LD. 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, Nov 8, 2026 for OtoRank; 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, Nov 8, 2026 for OtoRank. 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.