Real ChatGPT answer · index seedPF7dfgDGvxAcompleteMarketing and advertising · web analyticscommercial
We are losing millions in pipeline because our multi-touch attribution is broken and I need to recommend a reliable vendor by 5 PM today.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We are losing millions in pipeline because our multi-touch attribution is broken and I need to recommend a reliable vendor by 5 PM today.
2 real searches · 1 real-search pass
B2B multi-touch attribution software vendor capabilities pricing integrations 2026 Dreamdata HockeyStack Factors.ai Ruler Analytics Marketo MeasureGoogle ↗
OBSERVEDComparison
2026 B2B multi-touch attribution software vendor comparison Dreamdata HockeyStack Factors.ai Ruler Analytics Marketo Measure capabilities integrationsGoogle ↗
OBSERVEDComparison
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
B2B multi-touch attribution software vendor capabilities pricing integrations 2026 Dreamdata HockeyStack Factors.ai Ruler Analytics Marketo Measure Google ↗
2026 B2B multi-touch attribution software vendor comparison Dreamdata HockeyStack Factors.ai Ruler Analytics Marketo Measure capabilities integrations Google ↗
- Official website · dreamdata.io
- Official website · factors.ai
- Official product · business.adobe.com
- 12 Marketing Attribution Tools Compared in 2026 · factors.ai
- Pricing · academy.hockeystack.com
- AI GTM - B2B Revenue Data Intelligence Platform · hockeystack.com
- Best B2B Multitouch Attribution Tools Reviews 2026 · gartner.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
B2B multi-touch attribution software vendor capabilities pricing integrations 2026 Dreamdata HockeyStack Factors.ai Ruler Analytics Marketo Measure OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
2026 B2B multi-touch attribution software vendor comparison Dreamdata HockeyStack Factors.ai Ruler Analytics Marketo Measure capabilities integrations OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |