My startup team wants to integrate GPT four, but we have no budget. How do I calculate expected token costs based on our projected user traffic?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
My startup team wants to integrate GPT four, but we have no budget. How do I calculate expected token costs based on our projected user traffic?
1 real search · 1 real-search pass
OpenAI API pricing GPT-4 official pricing page GPT-4.1 GPT-4o 2026Google ↗
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
OpenAI API pricing GPT-4 official pricing page GPT-4.1 GPT-4o 2026 Google ↗
- Introducing GPT-4.1 in the API · openai.com
- Pricing · developers.openai.com