Real ChatGPT answer · index seedswna73UPTRAcompleteB2B software · developer toolsinformational

What is the cheapest way to calculate expected monthly token usage and OpenAI API cost estimation before launching our AI feature?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the cheapest way to calculate expected monthly token usage and OpenAI API cost estimation before launching our AI feature?
2 real searches · 1 real-search pass
OpenAI API pricing official input output cached tokens pricing models 2026Google ↗
OBSERVEDOther / navigational
OpenAI API usage token counting guide official documentationGoogle ↗
OBSERVEDInstruction

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%ComparisonConsequenceReasonDefinitionInstruction50%Yes / 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 input output cached tokens pricing models 2026 Google ↗
OpenAI API usage token counting guide official documentation Google ↗
  1. OpenAI token counting guide · developers.openai.com
  2. Understanding tokens · help.openai.com
  3. Open-source tiktoken library · github.com
  4. Pricing · developers.openai.com
  5. OpenAI Usage Dashboard · platform.openai.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
OpenAI API pricing official input output cached tokens pricing models 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
OpenAI API usage token counting guide official documentation
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1