Real ChatGPT answer · index seedzFyQ7lkhOyscompleteMarketing and advertising · social media marketingcommercial
I need a breakdown of the best tools for measuring multi-channel social media ROI with built-in attribution modeling for Shopify stores.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I need a breakdown of the best tools for measuring multi-channel social media ROI with built-in attribution modeling for Shopify stores.
2 real searches · 1 real-search pass
best Shopify marketing attribution platforms multi-touch attribution Triple Whale Northbeam Rockerbox Cometly Polar Analytics 2026 pricing featuresGoogle ↗
OBSERVEDComparison
Shopify attribution software social media ROI multi-touch attribution TikTok Meta influencer channels 2026Google ↗
OBSERVEDConsequence
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
best Shopify marketing attribution platforms multi-touch attribution Triple Whale Northbeam Rockerbox Cometly Polar Analytics 2026 pricing features Google ↗
Shopify attribution software social media ROI multi-touch attribution TikTok Meta influencer channels 2026 Google ↗
- Official website · triplewhale.com
- Shopify App Store · apps.shopify.com
- Official website · northbeam.io
- Official website · polaranalytics.com
- Official website · thoughtmetric.io
- Official website · rockerbox.com
- Official website · cometly.com
- Multitouch Attribution: Models and Tips (2026) · shopify.com
- Best Shopify Attribution Tool in 2026 · polaranalytics.com
- Top Shopify attribution tools: features, pricing, and how to choose · thoughtmetric.io
- Best Attribution Tools Built for E-commerce · thoughtmetric.io
- Best Attribution Tools for Shopify (2026 Guide) · liquidlemon.co
- 10 Best Attribution Tools for Shopify (2026) · cloud.segmentstream.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best Shopify marketing attribution platforms multi-touch attribution Triple Whale Northbeam Rockerbox Cometly Polar Analytics 2026 pricing features OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Shopify attribution software social media ROI multi-touch attribution TikTok Meta influencer channels 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |