Real ChatGPT answer · index seedATuPav1yyN0completeMarketing and advertising · web analyticscommercial
We are spending a lot on social media ads but struggling to see the real ROI in our current setup, so what are the best attribution tools to solve this?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We are spending a lot on social media ads but struggling to see the real ROI in our current setup, so what are the best attribution tools to solve this?
2 real searches · 1 real-search pass
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). 1 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 marketing attribution software 2026 Triple Whale Northbeam Rockerbox Ruler Analytics Dreamdata pricing features Google ↗
marketing attribution tools official documentation multi touch attribution incrementality ecommerce B2B 2026 Google ↗
- Explore Triple Whale · triplewhale.com
- Explore Northbeam · northbeam.io
- Explore Rockerbox · rockerbox.com
- Explore Cometly · cometly.com
- Explore Dreamdata · dreamdata.io
- Explore Ruler Analytics · ruleranalytics.com
- 11 Best Marketing Attribution Tools in 2026 · dupple.com
- Best Marketing Attribution Software in 2026, by Use Case · getadmira.com
- 11 Best Marketing Attribution Software Tools Compared · aboutmartech.com
- Best Cross-Channel Attribution Tools Compared (2026 Guide) · aidigital.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best marketing attribution software 2026 Triple Whale Northbeam Rockerbox Ruler Analytics Dreamdata pricing features OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
marketing attribution tools official documentation multi touch attribution incrementality ecommerce B2B 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |