AI Attribution vs Datadrew : AI Ads Co‑Pilot
Two Shopify apps, side by side: detected stores, momentum, reviews, plans, listed features and who runs each. Store counts as of Oct 13, 2026 for AI Attribution, Oct 23, 2026 for Datadrew.
The short answer
- Both list a free plan. Paid plans start at $29/month for AI Attribution and $99/month for Datadrew.
- Datadrew lists 9 features AI Attribution’s listing doesn’t mention, including Benchmarking, Funnel analysis, GDPR compliance.
Head to head
(Free) Analyse your customers like a data scientist
Momentum
New reviews each month
Review pace is the clearest public read on how fast an app is winning new merchants.
Free
- · AI channel GMV overview
- · Basic AI order detection
- · Channel breakdown by AI bot
- · Generate basic llms.txt draft
- · Up to 30 days backfill
Pro
- · 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
- · 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
Free
- · 10 Users
- · Access to Prompt library for MCP(Claude)
- · Basic Customer Segments
- · Blended Ads Summary
- · Historical Data - Last 3 months
- · LTV Cohort Analysis
Essentials
- · Acquisition - Meta, Google ads and GA4
- · Claude, ChatGPT, N8N, Manus - Drew MCP
- · Drew AI Analyst with AI credits
- · Everything in Free, Plus
- · Historical Data - All time
- · Multi-Store and Unlimited Ad Accounts
Pro
- · Automations - AI Reports
- · Drew AI Analyst - 2x AI credits
- · Everything in Essentials, plus
- · Product Ads and Performance cohorts
- · Product Basket Analysis
- · Product Intelligence
Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.
See every featureAI 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.
Trusted by 1025+ Shopify brands, Datadrew AI transforms your raw data into AI powered insights, and into data driven decisions to accelerate customer acquisition and retention and improve product merchandising. Our platform help founders and CMOs increase paid ads ROAS/MER - reduce adspend wastage, out-of-stock products in ads, reduce creative fatigue. Spot website conversion drops & product baskets increasing AOV.
- 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
- Cohort Analysis: Unlock 90-day LTV and Retention insights.
- Product Analytics: Discover retention-boosting products to drive repeat purchase
- Industry Benchmarking: Measure up against your competition.
- Marketing Analytics: Optimize Facebook ads & reduce CAC.
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 |  AI Attribution |  Datadrew |
|---|---|---|
| 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 | AI Attribution | Datadrew |
|---|---|---|
| App Store rating | Not published | 5.0 ★ |
| App Store reviews | Not published | 30 |
| New reviews, 28 days | Not enough data | 2 |
| Reviewers a year or more in | Not enough data | Not enough data |
Pricing
| Measure | AI Attribution | Datadrew |
|---|---|---|
| Free plan | Yes | Yes |
| Lowest paid monthly plan | $29/month(ahead) | $99/month |
| Longest free trial | 14 days | 7 days |
| Plans listed | 3 | 3 |
Listing
| Measure | AI Attribution | Datadrew |
|---|---|---|
| Shopify category rank | #1242 | #53 |
| Shopify App Charts | Not on this week’s charts | Not on this week’s charts |
| Built for Shopify | No | No |
| Launched | Dec 22, 2025 | Feb 12, 2021 |
| Languages | 2 | 3 |
| Developer | Arcett | Datadrew AI |
FAQ
AI Attribution and Datadrew: common questions
- Is AI Attribution or Datadrew cheaper?
- Both list a free plan. Paid plans start at $29/month for AI Attribution and $99/month for Datadrew. 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 3 the others don’t mention, such as AI insights, Custom reports, UTM tracking. Datadrew lists 9 the others don’t mention, such as Benchmarking, Funnel analysis, GDPR compliance, Historical analysis. 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 for AI Attribution, Oct 23, 2026 for Datadrew; 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 for AI Attribution, Oct 23, 2026 for Datadrew. 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.