Operyn: AEO SEO scoring vs ShelfScore
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 Operyn, Oct 14, 2026 for ShelfScore.
The short answer
- Only ShelfScore lists a free plan.
- Operyn lists 11 features ShelfScore’s listing doesn’t mention, including 404 pages, AI insights, Analytics dashboard.
Head to head
Free
- · Composite AI visibility score
- · Full store AI readiness audit
- · No credit card required
- · Top 3 priority fixes
Starter
- · 14-day free trial
- · Bot Access, Schema, Data sub-scores
- · Full score history tracking
- · Full store AI readiness audit
- · Per-product audit results
- · Priority fixes by recoverable points
Growth
- · 14-day free trial
- · Continuous monitoring with alerts
- · Everything in Starter
- · Multi-store support up to 5 stores
- · Priority queue for re-audits
- · Schema markup depth analysis
Agency
- · 14-day free trial
- · Bulk audit scheduling
- · Centralized agency dashboard
- · Client-ready exports
- · Everything in Growth
- · Priority email support
Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.
See every featureOperyn: AEO SEO scoring audits your store the way AI engines like ChatGPT, Perplexity, and Google AI Overviews read it. It tests whether AI bots can actually reach your pages, not just what robots.txt allows; checks llms.txt, agents.md, and sitemaps.
AI shopping engines like ChatGPT, Perplexity, Google AI, and Claude now recommend products directly to buyers. If they can't read your store, they can't recommend you. ShelfScore audits the three layers AI engines use: - Bot access (OAI-SearchBot, ChatGPT-User, ClaudeBot, PerplexityBot) - Schema markup (JSON-LD against schema.org) - Product data quality (GTIN, descriptions, images, shipping, returns) One score, 0 to…
- Check if ChatGPT, Perplexity, and other AI bots can actually reach your pages
- Check that each page has the correct structured data, from homepage to products
- Get an AI review of whether your content is clear and easy for AI to quote
- Check trust signals like policy pages, publish dates, sources, and spelling
- Audit AI crawler access for GPTBot, Claude, Perplexity, and Google AI
- Check JSON-LD schema completeness on every product in your catalog
- Score product data quality against fields AI shopping engines need
- Get ranked fixes ordered by recoverable points so you fix what matters
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 |  ShelfScore | |
|---|---|---|
| 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 | ShelfScore | |
|---|---|---|
| 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 | ShelfScore | |
|---|---|---|
| Free plan | Not listed | Yes |
| Lowest paid monthly plan | No monthly plan listed | $49/month |
| Longest free trial | Not listed | 14 days |
| Plans listed | Not published | 4 |
Listing
| Measure | ShelfScore | |
|---|---|---|
| Shopify category rank | Not enough data | #1012 |
| Shopify App Charts | Not on this week’s charts | Not on this week’s charts |
| Built for Shopify | No | No |
| Launched | Oct 13, 2026 | May 18, 2026 |
| Languages | 1 | 1 |
| Developer | BSS Labs | ShelfScore |
FAQ
Operyn and ShelfScore: common questions
- Is Operyn or ShelfScore cheaper?
- Only ShelfScore lists a free plan. 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?
- Operyn lists 11 the others don’t mention, such as 404 pages, AI insights, Analytics dashboard, Breadcrumbs. ShelfScore lists 4 the others don’t mention, such as Meta tags, Metadata optimization, Reporting, Tracking. 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 Operyn, Oct 14, 2026 for ShelfScore; 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 Operyn, Oct 14, 2026 for ShelfScore. 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.