PantoSource Signal Enrichment vs TrueROAS ‑ AI Ad Attribution
Two Shopify apps, side by side: detected stores, momentum, reviews, plans, listed features and who runs each. Store counts as of Nov 10, 2026 for PantoSource Signal Enrichment, Nov 11, 2026 for TrueROAS.
The short answer
- Paid plans start at $59/month for PantoSource Signal Enrichment and $199/month for TrueROAS.
- PantoSource Signal Enrichment lists 12 features TrueROAS’s listing doesn’t mention, including Abandoned cart, Activity tracking, Checkout analytics.
Head to head
- United States
- United Kingdom
- Australia
Momentum
New reviews each month
Review pace is the clearest public read on how fast an app is winning new merchants.
Explore
- · All major ad platforms included
- · Connect up to 4 stores
- · Full tracking & signal enrichment
- · Instant data sync to ad managers
- · Scheduled reports
- · Unlimited advanced dashboards
Free
Pro
Pro
Pro
Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.
See every featurePantoSource fixes the tracking your ads depend on. It records each order from your store, including the ones ad pixels miss, adds your product, shipping, payment, and custom costs, and sends it once to Meta, Google, TikTok, Microsoft Advertising, Pinterest, Snapchat, X, and ChatGPT Ads, valued at profit or revenue. You see real profit and profit on ad spend (POAS) by campaign.
Never miss an order again. Know exactly where your revenue came from. Leverage True Data to save ad spend and gain an extreme competitive advantage. Data updates frequently so you can scale fast and predictably while being GDPR compliant, then track your profits for your ads and send the data back via conversion api and enhanced conversions to optimize ads passively.
- Signal-enriched server-side tracking for Meta, Google, TikTok, and more
- Recover conversions blocked by browsers and ad blockers via Conversion API
- Send real profit or revenue signals to every ad platform, your choice
- Ask Claude, ChatGPT, or any AI how to fix, cut, and scale campaigns and business
- AI Ad Tracking & Attribution
- Customer Journeys for each order
- Creative Breakdown
- Product Analysis
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 |  TrueROAS | |
|---|---|---|
| Detected stores | Not published | 347 |
| Net store change, 28 days | 0 | +1 |
| Stores added, 28 days | Not enough data | 5 |
| Big-brand share | Not enough data | 13% |
| Top store categories | Not published | Apparel & Accessories, Health & Beauty, Home & Garden |
| Top store countries | Not published | United States, United Kingdom, Australia |
Reviews
| Measure | TrueROAS | |
|---|---|---|
| App Store rating | Not published | 4.7 ★ |
| App Store reviews | Not published | 98 |
| New reviews, 28 days | Not enough data | 4 |
| Reviewers a year or more in | Not enough data | 5% |
Pricing
| Measure | TrueROAS | |
|---|---|---|
| Free plan | Not listed | Not listed |
| Lowest paid monthly plan | $59/month(ahead) | $199/month |
| Longest free trial | 30 days | 14 days |
| Plans listed | 1 | 4 |
Listing
| Measure | TrueROAS | |
|---|---|---|
| Shopify category rank | Not enough data | #42 |
| Shopify App Charts | Not on this week’s charts | Not on this week’s charts |
| Built for Shopify | No | No |
| Launched | Sep 28, 2026 | Sep 6, 2022 |
| Languages | 1 | 1 |
| Developer | Panto Martech LLC | Perm Solutions AB |
FAQ
PantoSource Signal Enrichment and TrueROAS: common questions
- Is PantoSource Signal Enrichment or TrueROAS cheaper?
- Paid plans start at $59/month for PantoSource Signal Enrichment and $199/month for TrueROAS. 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?
- PantoSource Signal Enrichment lists 12 the others don’t mention, such as Abandoned cart, Activity tracking, Checkout analytics, Custom dashboards. TrueROAS lists 1 the others don’t mention, such as GDPR compliance. 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 10, 2026 for PantoSource Signal Enrichment, Nov 11, 2026 for TrueROAS; 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 10, 2026 for PantoSource Signal Enrichment, Nov 11, 2026 for TrueROAS. 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.