Real ChatGPT answer · index seedINlAgQ8qVSscompleteMarketing and advertising · marketing agenciescomparison

attribution reporting tools cost comparison for calculating customer acquisition cost on a bootstrap budget

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
attribution reporting tools cost comparison for calculating customer acquisition cost on a bootstrap budget
2 real searches · 1 real-search pass
2026 customer acquisition attribution analytics tools pricing free plan Google Analytics 4 Mixpanel PostHog HubSpot pricingGoogle ↗
OBSERVEDComparison
2026 attribution software pricing startup bootstrapped CAC reporting Cometly Triple Whale Northbeam HockeyStackGoogle ↗
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)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

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
2026 customer acquisition attribution analytics tools pricing free plan Google Analytics 4 Mixpanel PostHog HubSpot pricing Google ↗
2026 attribution software pricing startup bootstrapped CAC reporting Cometly Triple Whale Northbeam HockeyStack Google ↗
  1. Attribution Tracking Software: 12 Tools Compared for 2026 · arktis.so
  2. 9 Best Attribution Tracking Software Solutions for 2026 · tryatria.com
  3. Mixpanel Pricing: Find Your Plan & Get Started · mixpanel.com
  4. PostHog pricing · posthog.com
  5. Free Tools · hubspot.com
  6. Website · analytics.google.com
  7. Website · hubspot.com
  8. Website · lookerstudio.google.com
  9. Website · sheets.google.com
  10. PostHog · posthog.com
  11. Mixpanel · mixpanel.com
  12. Get started with attribution · support.google.com
  13. How to attribute credit for key events · support.google.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 customer acquisition attribution analytics tools pricing free plan Google Analytics 4 Mixpanel PostHog HubSpot pricing
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
2026 attribution software pricing startup bootstrapped CAC reporting Cometly Triple Whale Northbeam HockeyStack
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1