Real ChatGPT answer · index seedmSabwQYEWYEcompleteMarketing and advertising · web analyticscommercial

Can you compare the top analytics suites that support custom attribution modeling without forcing you to upgrade to an enterprise-tier pricing plan?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare the top analytics suites that support custom attribution modeling without forcing you to upgrade to an enterprise-tier pricing plan?
3 real searches · 1 real-search pass
Mixpanel Amplitude PostHog Matomo attribution modeling feature availability pricing plans 2026Google ↗
OBSERVEDComparison
2026 2027 analytics platforms custom attribution modeling pricing non enterprise Mixpanel Amplitude PostHog MatomoGoogle ↗
OBSERVEDComparison
2026 marketing attribution software custom multi-touch attribution pricing plans non enterprise Dreamdata HockeyStack Ruler AnalyticsGoogle ↗
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 (3)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

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

Searches and sources

ChatGPT3 real searches · gpt-6
Mixpanel Amplitude PostHog Matomo attribution modeling feature availability pricing plans 2026 Google ↗
2026 2027 analytics platforms custom attribution modeling pricing non enterprise Mixpanel Amplitude PostHog Matomo Google ↗
2026 marketing attribution software custom multi-touch attribution pricing plans non enterprise Dreamdata HockeyStack Ruler Analytics Google ↗
  1. Attribute credit to multiple acquisition touch points · amplitude.com
  2. Amplitude Pricing · amplitude.com
  3. Billing and plans · amplitude.com
  4. Mixpanel Pricing: Find Your Plan & Get Started · mixpanel.com
  5. Mixpanel Pricing: Find Your Plan & Get Started · mixpanel.com
  6. Compare Pricing Plans · matomo.org
  7. Compare Pricing Plans · matomo.org
  8. Pricing · ruleranalytics.com
  9. Attribution Overview · ruler-documentation.readme.io
  10. Pricing · dreamdata.io
  11. Pricing · dreamdata.io
  12. PostHog pricing · posthog.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Mixpanel Amplitude PostHog Matomo attribution modeling feature availability pricing plans 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
2026 2027 analytics platforms custom attribution modeling pricing non enterprise Mixpanel Amplitude PostHog Matomo
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
2026 marketing attribution software custom multi-touch attribution pricing plans non enterprise Dreamdata HockeyStack Ruler Analytics
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1