Real ChatGPT answer · index seedx5ogyr35doAcompleteMarketing and advertising · ad platformsinformational

How do I measure the actual return on investment from running targeted question ads on Quora?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do I measure the actual return on investment from running targeted question ads on Quora?
3 real searches · 1 real-search pass
Quora Ads conversion tracking official documentation pixel conversions UTM parameters 2026Google ↗
OBSERVEDReason
Google Analytics 4 campaign URL builder UTM attribution documentationGoogle ↗
OBSERVEDInstruction
incrementality testing advertising holdout experiment marketing measurement guideGoogle ↗
OBSERVEDReason

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 / navigationalComparisonConsequenceReason67%DefinitionInstruction33%Yes / no

Classes come from the query-classifier (a local Laya model). 2 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
Quora Ads conversion tracking official documentation pixel conversions UTM parameters 2026 Google ↗
Google Analytics 4 campaign URL builder UTM attribution documentation Google ↗
incrementality testing advertising holdout experiment marketing measurement guide Google ↗
  1. Measurement · business.quora.com
  2. How Quora counts conversions · quoraadsupport.zendesk.com
  3. Quora Ads Setup Guide: Launch Your First Campaign with Confidence · business.quora.com
  4. Conversion Metrics · quoraadsupport.zendesk.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Quora Ads conversion tracking official documentation pixel conversions UTM parameters 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Google Analytics 4 campaign URL builder UTM attribution documentation
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
incrementality testing advertising holdout experiment marketing measurement guide
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1