Real ChatGPT answer · index seed3hQswxhtmr8completeMarketing and advertising · AI search and generative engine optimizationcommercial

I need to decide if Claude or ChatGPT is cheaper for my small agency to scale daily copywriting tasks without blowing our monthly software budget.

ChatGPTgpt-64 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
I need to decide if Claude or ChatGPT is cheaper for my small agency to scale daily copywriting tasks without blowing our monthly software budget.
4 real searches · 1 real-search pass
OpenAI ChatGPT pricing plans Plus Pro Business official pricing 2026Google ↗
OBSERVEDComparison
Anthropic Claude pricing plans Pro Max Team official pricing 2026Google ↗
OBSERVEDComparison
OpenAI API pricing models official 2026Google ↗
OBSERVEDOther / navigational
Anthropic API pricing models official 2026Google ↗
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 (4)
Short factOther / navigational25%Comparison75%ConsequenceReasonDefinitionInstructionYes / 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
OpenAI ChatGPT pricing plans Plus Pro Business official pricing 2026 Google ↗
Anthropic Claude pricing plans Pro Max Team official pricing 2026 Google ↗
OpenAI API pricing models official 2026 Google ↗
Anthropic API pricing models official 2026 Google ↗
  1. What is ChatGPT Plus? · help.openai.com
  2. Plans & Pricing · claude.com
  3. Business Pricing · openai.com
  4. Choose a Claude plan · support.claude.com
  5. Pricing · developers.openai.com
  6. Pricing · platform.claude.com
  7. Plans & pricing · claude.com

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
OpenAI ChatGPT pricing plans Plus Pro Business official pricing 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Anthropic Claude pricing plans Pro Max Team official pricing 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
OpenAI API pricing models official 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Anthropic API pricing models official 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1