Lantern: Agentic Attribution vs Prompta: ChatGPT AI Orders
Two Shopify apps, side by side: detected stores, momentum, reviews, plans, listed features and who runs each. Store counts as of Nov 8, 2026.
The short answer
- Only Prompta lists a free plan. Paid plans start at $50/month for Lantern and $19.99/month for Prompta.
- Lantern lists 5 features Prompta’s listing doesn’t mention, including Activity tracking, Page views, Pixel tracking.
Head to head
Promotions
- · Discount codes for AI shoppers
- · Invisible on your website
Promotions + Attr
- · Everything in Promotions
- · The orders AI visits become
- · Where AI shoppers land and go next
- · Which AI assistants send shoppers
Free
Pro
Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.
See every featureShoppers arrive from AI assistants, and most analytics file those visits as direct or referral traffic. Lantern shows them on their own. Overview gives you revenue, orders and visits from AI assistants, revenue per visit, a daily chart by assistant, and recent orders from AI. Journeys shows where these shoppers land and their paths to order.
Shoppers now find products in ChatGPT, Perplexity, Gemini, Copilot and Claude, but standard reports lump them into referral traffic. Prompta tags every visit and order that came from an AI assistant, so you can see AI visits, orders, revenue and conversion by assistant. Running ChatGPT Ads?
- Revenue, orders and visits from AI assistants, next to your store totals
- Which assistants send you shoppers: ChatGPT, Gemini, Perplexity and more
- Where AI shoppers land and the paths they take before they buy
- Automatic setup: install, and tracking starts with no theme changes or code
- AI traffic dashboard: visits, orders, revenue and conversion by assistant
- Detects ChatGPT, Perplexity, Gemini, Copilot, Claude, Grok, Meta AI and more
- Tags AI orders in Shopify (for example "AI: ChatGPT") for reports and flows
- ChatGPT Ads conversions via OpenAI Conversions API with click id matching
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 | Lantern | |
|---|---|---|
| Detected stores | 2 | Not published |
| Net store change, 28 days | 0 | Not enough data |
| Stores added, 28 days | Not enough data | Not enough data |
| Big-brand share | Not enough data | Not enough data |
| Top store categories | Electronics, Food, Beverages & Tobacco | Not published |
| Top store countries | United States | Not published |
Reviews
| Measure | Lantern | |
|---|---|---|
| App Store rating | Not published | 5.0 ★ |
| App Store reviews | Not published | 1 |
| New reviews, 28 days | Not enough data | Not enough data |
| Reviewers a year or more in | Not enough data | Not enough data |
FAQ
Lantern and Prompta: common questions
- Is Lantern or Prompta cheaper?
- Only Prompta lists a free plan. Paid plans start at $50/month for Lantern and $19.99/month for Prompta. 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?
- Lantern lists 5 the others don’t mention, such as Activity tracking, Page views, Pixel tracking, Purchase tracking. Prompta lists 1 the others don’t mention, such as 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 Nov 8, 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 Nov 8, 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.
