AI Attribution vs AskTrail
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
- Both list a free plan. Paid plans start at $29/month for AI Attribution and $29/month for AskTrail.
- AI Attribution lists 9 features AskTrail’s listing doesn’t mention, including AI insights, Analytics dashboard, Cohort analysis.
Head to head
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
Growth
Pro
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.
Your customers now ask ChatGPT, Perplexity, and Gemini for recommendations, then land on your store already sold. You cannot see any of it. AskTrail brings that visibility back. A one-tap post-purchase survey captures exactly what each buyer asked an AI, in their own words. Replay those questions to see whether AI names you or a competitor. Every Monday, get a report with 1-3 concrete product-page fixes.
- 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
- Post-purchase survey: which AI, and what they asked it, in their words
- Automatic AI-order tagging (ChatGPT, Perplexity, Gemini, Copilot)
- Weekly action report with concrete product-page fixes
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 |  AskTrail |
|---|---|---|
| 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 | AskTrail |
|---|---|---|
| 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 |
Pricing
| Measure | AI Attribution | AskTrail |
|---|---|---|
| Free plan | Yes | Yes |
| Lowest paid monthly plan | $29/month | $29/month |
| Longest free trial | 14 days | 14 days |
| Plans listed | 3 | 3 |
Listing
| Measure | AI Attribution | AskTrail |
|---|---|---|
| Shopify category rank | #1227 | #166 |
| Shopify App Charts | Not on this week’s charts | Not on this week’s charts |
| Built for Shopify | No | No |
| Launched | Dec 22, 2025 | Jul 23, 2026 |
| Languages | 2 | 1 |
| Developer | Arcett | Brium |
FAQ
AI Attribution and AskTrail: common questions
- Is AI Attribution or AskTrail cheaper?
- Both list a free plan. Paid plans start at $29/month for AI Attribution and $29/month for AskTrail. 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 9 the others don’t mention, such as AI insights, Analytics dashboard, Cohort analysis, Custom reports. AskTrail lists 6 the others don’t mention, such as Attribution, Email, Embedded forms, Event tracking. 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.