Real ChatGPT answer · index seedFx8ggGgvbagcompleteMarketing and advertising · influencer marketingcommercial

What metrics matter most when trying to evaluate the true business value of a YouTube product review video today?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What metrics matter most when trying to evaluate the true business value of a YouTube product review video today?
2 real searches · 1 real-search pass
YouTube Analytics official metrics impressions click-through rate watch time audience retention external traffic product reviews shopping affiliate conversions 2026Google ↗
OBSERVEDReason
Google YouTube brand lift conversion measurement creator marketing attribution product reviews business value metricsGoogle ↗
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 (2)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / 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
YouTube Analytics official metrics impressions click-through rate watch time audience retention external traffic product reviews shopping affiliate conversions 2026 Google ↗
Google YouTube brand lift conversion measurement creator marketing attribution product reviews business value metrics Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
YouTube Analytics official metrics impressions click-through rate watch time audience retention external traffic product reviews shopping affiliate conversions 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Google YouTube brand lift conversion measurement creator marketing attribution product reviews business value metrics
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1