AI Attribution Analytics by MD vs AI Attribution

Two Shopify apps, side by side: detected stores, momentum, reviews, plans, listed features and who runs each. Store counts as of Apr 3, 2026 for AI Attribution Analytics by MD, Oct 13, 2026 for AI Attribution.

The short answer

  • Only AI Attribution lists a free plan.
  • AI Attribution Analytics by MD lists 15 features AI Attribution’s listing doesn’t mention, including Abandoned cart, Activity tracking, Checkout analytics.

Head to head

Open this comparison in ShoplistFree account. Every feature, store and change, side by side.
Pitch
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Categories
  • Analytics
  • Analytics
Languages
  • English
  • English
  • Chinese (Simplified)
Launched
Apr 2, 2026
Dec 22, 2025
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
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From $0 to $79/month
Plans
Free
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
Coverage
22 of 24 features92%
9 of 24 features38%
Unique strengths
  • Abandoned cart
  • Activity tracking
  • Checkout analytics
  • Custom dashboards
  • +11 more
  • Cohort analysis
  • Lifetime value (LTV)
Analytics
92%22/24
38%9/24
Customer behavior
80%8/10
30%3/10
Marketing and sales
100%10/10
30%3/10
Visuals and reports
100%4/4
75%3/4
1572onlybothonly
AI Attribution Analytics by MDAI Attribution24 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

Our AI Attribution app shows you exactly which channels, campaigns, and products drive real revenue. Using first-party data and AI analysis, it maps the full customer journey, removes duplicate conversions, and gives you one reliable source of truth so you can allocate budget smarter, improve ROAS, and scale what actually works.

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.

Key points
  • Track the full customer journey across channels and devices
  • De-duplicate conversions for accurate revenue attribution
  • See which campaigns and products drive real profit
  • Unified dashboard for Google, Meta, and more.
  • 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
Screenshots
The AI Attribution Solution
AI Attribution AnalyticsPowerful InsightsThe Growth Impact
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

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 Attribution Analytics by MDAI Attribution
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 Attribution Analytics by MDAI Attribution
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 Attribution Analytics by MDAI Attribution
Free planNot listedYes
Lowest paid monthly planNo monthly plan listed$29/month
Longest free trialNot listed14 days
Plans listedNot published3

Listing

MeasureAI Attribution Analytics by MDAI Attribution
Shopify category rank#852(ahead)in Analytics#1242in Analytics
Shopify App ChartsNot on this week’s chartsNot on this week’s charts
Built for ShopifyNoNo
LaunchedApr 2, 2026Dec 22, 2025
Languages1English2English, Chinese (Simplified)
DeveloperMorning DashArcett

FAQ

AI Attribution Analytics by MD and AI Attribution: common questions

Is AI Attribution Analytics by MD or AI Attribution cheaper?
Only AI Attribution 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?
AI Attribution Analytics by MD lists 15 the others don’t mention, such as Abandoned cart, Activity tracking, Checkout analytics, Custom dashboards. AI Attribution lists 2 the others don’t mention, such as Cohort analysis, Lifetime value (LTV). 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 Apr 3, 2026 for AI Attribution Analytics by MD, Oct 13, 2026 for AI Attribution; 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 Apr 3, 2026 for AI Attribution Analytics by MD, Oct 13, 2026 for AI Attribution. 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.