Real ChatGPT answer · index seedQob5HCPqyNwcompleteMarketing and advertising · web analyticscommercial

Is it possible to measure email marketing return on investment accurately using free built-in tools instead of paying for expensive platforms?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is it possible to measure email marketing return on investment accurately using free built-in tools instead of paying for expensive platforms?
3 real searches · 1 real-search pass
Google Analytics 4 campaign URL builder UTM traffic attribution conversions documentationGoogle ↗
OBSERVEDInstruction
Google Analytics 4 ecommerce purchase revenue attribution reports documentationGoogle ↗
OBSERVEDInstruction
Google Sheets functions calculate ROI formula documentationGoogle ↗
OBSERVEDInstruction

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 / navigationalComparisonConsequenceReasonDefinitionInstruction100%Yes / 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
Google Analytics 4 campaign URL builder UTM traffic attribution conversions documentation Google ↗
Google Analytics 4 ecommerce purchase revenue attribution reports documentation Google ↗
Google Sheets functions calculate ROI formula documentation Google ↗
  1. Open Google Analytics · analytics.google.com
  2. Open Google Sheets · sheets.google.com
  3. Open Campaign URL Builder · ga-dev-tools.google
  4. [GA4] Ecommerce purchases report · support.google.com
  5. [GA4] Set up ecommerce events · support.google.com
  6. URL builders: Collect campaign data with custom URLs · support.google.com
  7. Google Sheets function list · support.google.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Google Analytics 4 campaign URL builder UTM traffic attribution conversions documentation
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
Google Analytics 4 ecommerce purchase revenue attribution reports documentation
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
Google Sheets functions calculate ROI formula documentation
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1