AI Attribution vs Sonari: AI Revenue Intel

Two Shopify apps, side by side: detected stores, momentum, reviews, plans, listed features and who runs each. Store counts as of Oct 13, 2026.

The short answer

  • Only AI Attribution lists a free plan. Paid plans start at $29/month for AI Attribution and $19/month for Sonari.
  • AI Attribution lists 5 features Sonari’s listing doesn’t mention, including Cohort analysis, Custom reports, Data export.

Head to head

Open this comparison in ShoplistFree account. Every feature, store and change, side by side.
Pitch
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Developer
Categories
  • Analytics
  • Marketing - Other
  • Analytics
Languages
  • English
  • Chinese (Simplified)
  • English
Launched
Dec 22, 2025
May 28, 2026
Built for Shopify
Not badged
Not badged
Reviews per month
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Detected stores
0active installs
0active installs
Most common store size
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Top countries
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Free options
Free planFree trial
Free planFree trial
Monthly range
From $0 to $79/month
From $19 to $49/month
Plans
FreeFree
  • · AI channel GMV overview
  • · Basic AI order detection
  • · Channel breakdown by AI bot
  • · Generate basic llms.txt draft
  • · Up to 30 days backfill
Pro$29/month
14-day free trial
  • · 90-day historical backfill
  • · AI SEO Toolkit (llms.txt)
  • · Advanced Attribution & Evidence
  • · Advanced channel comparison
  • · Custom AI domains mapping
  • · Export AI orders to CSV
Growth$79/month
14-day free trial
  • · AI data webhook export to your tools
  • · AI visibility & optimization toolkit
  • · All Pro features included
  • · Cross-store GMV & orders comparison
  • · Multi-store AI performance rollup
  • · Team access across connected stores
Starter$19/month
Growth$49/month
Coverage
9 of 14 features64%
9 of 14 features64%
Unique strengths
  • Cohort analysis
  • Custom reports
  • Data export
  • Lifetime value (LTV)
  • +1 more
  • Activity tracking
  • Forecasting
  • Pixel tracking
  • Profit insights
  • +1 more
Analytics
64%9/14
64%9/14
Customer behavior
60%3/5
40%2/5
Marketing and sales
60%3/5
100%5/5
Visuals and reports
75%3/4
50%2/4
545onlybothonly
AI AttributionSonari14 features listed across both App Store listings

Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.

See every feature
Works with also listed by another
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How it sells itself

AI Attribution for Shopify helps merchants prove which AI assistants actually drive revenue. Start free, backfill the last 60 days, and review AI-attributed orders, AI GMV, new customers, AOV, and repeat behavior in one dashboard. Conservative referrer, UTM, and tag-based attribution keep results trustworthy.

Most Shopify stores are invisible to AI shopping assistants. Sonari shows you exactly where and how to fix it. Test whether ChatGPT, Claude, and Gemini recommend your products for real shopping queries. When a competitor wins instead, Sonari identifies them and generates specific fixes with exact text you can paste into your listings.

Key points
  • Identify orders referred by ChatGPT, Perplexity, Gemini, and Copilot
  • AI dashboard for revenue, orders, AOV, new customers, and top products
  • Compare AI vs paid, organic, and direct on conversion, AOV, and repeat purchase
  • Export AI-attributed orders, customers, and products to CSV for analysis
  • Track revenue from ChatGPT, Gemini, Perplexity, Claude, Copilot, and Grok
  • Test if AI recommends your products for real shopping queries
  • See which competitor wins and get exact fixes to beat them
  • Audit product data quality across 8 dimensions AI assistants use
Screenshots
Settings for AI rules, tagging, and LLMs text file draft
AI dashboard overview: GMV, orders, new customers, and trendsDashboard showing AI-attributed GMV, orders, and new customersChannel breakdown by ChatGPT, Perplexity, Gemini, and Copilot
Alt text: Sonari AI Revenue Intelligence dashboard overview
Product table showing AI visibility scores and statusAI revenue dashboard with source breakdown and trendsFAQ page to help with feature understanding

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.

Showing only the rows where the apps differ.

Adoption

MeasureAI AttributionSonari
Detected storesNot publishedNot published
Net store change, 28 days0estimated0estimated
Stores added, 28 daysNot enough dataNot enough data
Big-brand shareNot enough dataNot enough data
Top store categoriesNot publishedNot published
Top store countriesNot publishedNot published

Reviews

MeasureAI AttributionSonari
App Store ratingNot publishedNot published
App Store reviewsNot publishedNot published
New reviews, 28 daysNot enough dataNot enough data
Reviewers a year or more inNot enough dataNot enough data

Pricing

MeasureAI AttributionSonari
Free planYesNot listed
Lowest paid monthly plan$29/month$19/month(ahead)
Longest free trial14 daysNot listed
Plans listed32

Listing

MeasureAI AttributionSonari
Shopify category rank#1242(ahead)in Analytics#1354in Analytics
Shopify App ChartsNot on this week’s chartsNot on this week’s charts
Built for ShopifyNoNo
LaunchedDec 22, 2025May 28, 2026
Languages2English, Chinese (Simplified)1English
DeveloperArcettSonari

FAQ

AI Attribution and Sonari: common questions

Is AI Attribution or Sonari cheaper?
Only AI Attribution lists a free plan. Paid plans start at $29/month for AI Attribution and $19/month for Sonari. 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?
AI Attribution lists 5 the others don’t mention, such as Cohort analysis, Custom reports, Data export, Lifetime value (LTV). Sonari lists 5 the others don’t mention, such as Activity tracking, Forecasting, Pixel tracking, Profit insights. 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 13, 2026; 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 13, 2026. 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.