Real ChatGPT answer · index seednO7BlRdlytccompleteB2B software · AI and automation toolshowto

Is there a way to calculate our exact token usage and projected monthly costs for GPT-4o before we roll it out to our entire customer success team?

ChatGPTgpt-62 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is there a way to calculate our exact token usage and projected monthly costs for GPT-4o before we roll it out to our entire customer success team?
2 real searches · 1 real-search pass
OpenAI API GPT-4o pricing input output cached input tokens official pricingGoogle ↗
OBSERVEDOther / navigational
OpenAI API usage dashboard token usage costs organization project official 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 (2)
Short factOther / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / 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 GPT-4o pricing input output cached input tokens official pricing Google ↗
OpenAI API usage dashboard token usage costs organization project official documentation Google ↗
  1. GPT-4o Model · developers.openai.com
  2. Prompt Caching in the API · openai.com
  3. Reviewing API usage and costs · help.openai.com
  4. Understanding and counting tokens · help.openai.com
  5. OpenAI API Usage Dashboard · platform.openai.com
  6. Exporting monthly usage details from the API Usage Dashboard · help.openai.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
OpenAI API GPT-4o pricing input output cached input tokens official pricing
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
OpenAI API usage dashboard token usage costs organization project official documentation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1