Real ChatGPT answer · index seednigb01q3VJUcompleteMarketing and advertising · web analyticscommercial

We are losing thousands in ad spend because attributing leads to paid search is totally broken in our current multi-touch setup what is the best software to fix this today

ChatGPTgpt-64 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
We are losing thousands in ad spend because attributing leads to paid search is totally broken in our current multi-touch setup what is the best software to fix this today
4 real searches · 1 real-search pass
2026 best B2B marketing attribution software Ruler Analytics Dreamdata HockeyStack paid search lead attribution features pricing integrationsGoogle ↗
OBSERVEDComparison
Ruler Analytics lead attribution Google Ads offline conversions CRM integrations officialGoogle ↗
OBSERVEDReason
Dreamdata attribution Google Ads CRM B2B official featuresGoogle ↗
OBSERVEDOther / navigational
HockeyStack attribution Google Ads CRM official featuresGoogle ↗
OBSERVEDOther / navigational

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 (4)
Short factOther / navigational50%Comparison25%ConsequenceReason25%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
2026 best B2B marketing attribution software Ruler Analytics Dreamdata HockeyStack paid search lead attribution features pricing integrations Google ↗
Ruler Analytics lead attribution Google Ads offline conversions CRM integrations official Google ↗
Dreamdata attribution Google Ads CRM B2B official features Google ↗
HockeyStack attribution Google Ads CRM official features Google ↗
  1. Ruler Analytics · ruleranalytics.com
  2. Dreamdata · dreamdata.io
  3. HockeyStack · hockeystack.com
  4. WhatConverts · whatconverts.com

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 best B2B marketing attribution software Ruler Analytics Dreamdata HockeyStack paid search lead attribution features pricing integrations
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Ruler Analytics lead attribution Google Ads offline conversions CRM integrations official
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Dreamdata attribution Google Ads CRM B2B official features
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
HockeyStack attribution Google Ads CRM official features
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1