Real ChatGPT answer · index seedX0Z03lZveowcompleteMarketing and advertising · AI search and generative engine optimizationcommercial

Can you compare the API costs of using Claude versus ChatGPT for automated B2B lead generation emails on a startup budget?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare the API costs of using Claude versus ChatGPT for automated B2B lead generation emails on a startup budget?
2 real searches · 1 real-search pass
OpenAI API pricing official GPT models input output token prices November 2026Google ↗
OBSERVEDOther / navigational
Anthropic API pricing official Claude models input output token prices November 2026Google ↗
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 / navigational50%ComparisonConsequenceReason50%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
OpenAI API pricing official GPT models input output token prices November 2026 Google ↗
Anthropic API pricing official Claude models input output token prices November 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
OpenAI API pricing official GPT models input output token prices November 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Anthropic API pricing official Claude models input output token prices November 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1