beFound SEO & AI Ready vs AttrFill: Category Attributes
Two Shopify apps, side by side: detected stores, momentum, reviews, plans, listed features and who runs each. Store counts as of Oct 15, 2026 for beFound SEO & AI Ready, Nov 8, 2026 for AttrFill.
The short answer
- Only AttrFill lists a free plan.
- beFound SEO & AI Ready lists 2 features AttrFill’s listing doesn’t mention, including CSV import and export, Descriptions.
Head to head
Momentum
New reviews each month
Review pace is the clearest public read on how fast an app is winning new merchants.
Free
- · 10 free credits to sample our app
- · Free catalogue health scan
- · Shopify Category Metafield suggestions
- · Titles, descriptions and Google AI Feed
100 credits
- · 100 prepaid credits that never expire
- · Shopify Category Metafield suggestions
- · Titles, descriptions and Google AI Feed
500 credits
- · 500 prepaid credits that never expire
- · Shopify Category Metafield suggestions
- · Titles, descriptions and Google AI Feed
2000 credits
- · 2,000 prepaid credits that never expire
- · Shopify Category Metafield suggestions
- · Titles, descriptions and Google AI Feed
Free
- · 50 products in total
- · Review list with bulk accept
Pro
- · 10,000 product runs per month
- · Auto-fill new and edited products
Scale
- · 40,000 product runs per month
- · Auto-fill new and edited products
Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.
See every featureThin product listings make it harder for search, feeds and AI tools to understand what you sell. Shopify reports that AI-referred sessions grew 197% year over year and 50% landed directly on product pages. It also reports 2x better conversion from structured Shopify Catalog data than scraped or third-party feeds. beFound scans your catalogue and creates categories, metafields, titles and descriptions.
Many products have no Shopify category, or a category with attributes like color, material or target gender left empty. AttrFill reads your product text, suggests the category and the blank attributes, and shows each suggestion with a confidence score and the words that led to it. Accept or reject suggestions one by one or in bulk.
- Suggests correct Shopify category for each product, increases agentic visibility
- Fills Shopify category metafields: colour, material - ChatGPT needs this info
- Review and edit every suggestion before anything is written to your store - safe
- Suggests a category for products that have none
- Fills blank category attributes such as color, material and fabric
- Review list with confidence scores and the matching product text
- Bulk accept, edit or reject, and existing values are never overwritten
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 |  beFound SEO & AI Ready | |
|---|---|---|
| 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 | beFound SEO & AI Ready | |
|---|---|---|
| App Store rating | 5.0 ★ | Not published |
| App Store reviews | 5 | 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 | beFound SEO & AI Ready | |
|---|---|---|
| Free plan | Not listed | Yes |
| Lowest paid monthly plan | No monthly plan listed | $9.99/month |
| Longest free trial | Not listed | Not listed |
| Plans listed | 4 | 3 |
Listing
| Measure | beFound SEO & AI Ready | |
|---|---|---|
| Shopify category rank | #88 | Not enough data |
| Shopify App Charts | Not on this week’s charts | Not on this week’s charts |
| Built for Shopify | No | No |
| Launched | Jul 2, 2026 | Oct 26, 2026 |
| Languages | 1 | 1 |
| Developer | beCommerce | Jack Liu |
FAQ
beFound SEO & AI Ready and AttrFill: common questions
- Is beFound SEO & AI Ready or AttrFill cheaper?
- Only AttrFill 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?
- beFound SEO & AI Ready lists 2 the others don’t mention, such as CSV import and export, Descriptions. AttrFill lists 2 the others don’t mention, such as Orders, Rollback. 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 15, 2026 for beFound SEO & AI Ready, Nov 8, 2026 for AttrFill; 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 15, 2026 for beFound SEO & AI Ready, Nov 8, 2026 for AttrFill. 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.