Prana — Be AI Search Ready vs ShelfIQ
Two Shopify apps, side by side: detected stores, momentum, reviews, plans, listed features and who runs each. Store counts as of Oct 14, 2026 for Prana, May 8, 2026 for ShelfIQ.
The short answer
- Prana lists 11 features ShelfIQ’s listing doesn’t mention, including Content analysis, Content optimization, FAQs.
Head to head
Free to install
Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.
See every featureAI shopping agents like ChatGPT, Perplexity, and Google AI are how many people discover products now. They read detailed product information, not marketing copy. Most product descriptions lack the specifics agents need to recommend them. Prana scores every product across the specific criteria AI agents use and optimises weak ones using AI grounded in your actual product data.
AI shopping is here. ChatGPT, Perplexity, and Google AI now recommend products directly to shoppers. People are not googling anymore, but asking the AI for products recommendations, but most Shopify catalogs are not optimized for AI discovery — vague titles, missing descriptions, empty metafields. ShelfIQ scans your entire catalog and scores each product on 14 AI-readiness criteria.
- Score every product for AI readiness and see exactly what needs fixing.
- Optimise weak product descriptions using AI grounded in your real product data.
- Generate FAQ content for each product so AI agents can answer buyer questions.
- Publish optimised descriptions, meta titles, FAQs back to Shopify in one click
- AI Readiness Score: Get a 0-100 score for your entire catalog with A-F grading.
- 14-Point Product Audit: product is checked on titles, descriptions, SEO & more.
- One-Click FIxes: AI-powered or based on rules.
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 |  Prana |  ShelfIQ |
|---|---|---|
| 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 | Prana | ShelfIQ |
|---|---|---|
| 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 |
FAQ
Prana and ShelfIQ: common questions
- What features does each app list that the other doesn’t?
- Prana lists 11 the others don’t mention, such as Content analysis, Content optimization, FAQs, JSON-LD. ShelfIQ lists 3 the others don’t mention, such as Analytics, Auto-optimization, Automations. 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 Oct 14, 2026 for Prana, May 8, 2026 for ShelfIQ; 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 Oct 14, 2026 for Prana, May 8, 2026 for ShelfIQ. 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.