Real ChatGPT answer · index seedpsq6CvGxWpYcompleteMarketing and advertising · AI search and generative engine optimizationcomparison

Is Claude 3.5 Sonnet better than GPT-4o for writing technical marketing copy that ranks well in AI-driven search engines?

ChatGPTgpt-64 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is Claude 3.5 Sonnet better than GPT-4o for writing technical marketing copy that ranks well in AI-driven search engines?
4 real searches · 1 real-search pass
Claude 3.5 Sonnet official model capabilities writing analysis AnthropicGoogle ↗
OBSERVEDReason
GPT-4o official model capabilities writing analysis OpenAIGoogle ↗
OBSERVEDComparison
Google Search Central AI features content guidance AI Overviews SEO helpful contentGoogle ↗
OBSERVEDOther / navigational
OpenAI ChatGPT search publishers content crawling citations documentationGoogle ↗
OBSERVEDOther / navigational

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 (4)
Short factOther / navigational50%Comparison25%ConsequenceReason25%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
Claude 3.5 Sonnet official model capabilities writing analysis Anthropic Google ↗
GPT-4o official model capabilities writing analysis OpenAI Google ↗
Google Search Central AI features content guidance AI Overviews SEO helpful content Google ↗
OpenAI ChatGPT search publishers content crawling citations documentation Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Claude 3.5 Sonnet official model capabilities writing analysis Anthropic
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
GPT-4o official model capabilities writing analysis OpenAI
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Google Search Central AI features content guidance AI Overviews SEO helpful content
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
OpenAI ChatGPT search publishers content crawling citations documentation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1