Real ChatGPT answer · index seed06fYWqDWhVkcompleteB2B software · AI and automation toolsinformational

What do developers mean by prompt tokens in OpenAI API pricing, and how can I keep my usage bills from getting out of hand?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What do developers mean by prompt tokens in OpenAI API pricing, and how can I keep my usage bills from getting out of hand?
2 real searches · 1 real-search pass
OpenAI API pricing input cached input output tokens official pricing documentation 2026Google ↗
OBSERVEDOther / navigational
OpenAI API usage dashboard budgets rate limits token counting 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 pricing input cached input output tokens official pricing documentation 2026 Google ↗
OpenAI API usage dashboard budgets rate limits token counting official documentation Google ↗
  1. Pricing · developers.openai.com
  2. Understanding and counting tokens · help.openai.com
  3. Reviewing API usage and costs · help.openai.com
  4. API Usage Dashboard · platform.openai.com
  5. Prompt caching guide · developers.openai.com

Queries

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