Real ChatGPT answer · index seedYSyAUC9kPCccompleteB2B software · developer toolscommercial

Are there any cheap or free tools to estimate OpenAI API costs accurately before deploying a new LLM feature to our users?

ChatGPTgpt-63 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are there any cheap or free tools to estimate OpenAI API costs accurately before deploying a new LLM feature to our users?
3 real searches · 1 real-search pass
free OpenAI API cost calculator token estimator tools 2026 pricing calculatorGoogle ↗
OBSERVED
OpenAI API pricing official input output cached tokens batch pricing documentationGoogle ↗
OBSERVED
LLM cost estimation tools prompt token counter OpenAI tokenizer LiteLLM cost trackingGoogle ↗
OBSERVED

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.

Classifying 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
free OpenAI API cost calculator token estimator tools 2026 pricing calculator Google ↗
OpenAI API pricing official input output cached tokens batch pricing documentation Google ↗
LLM cost estimation tools prompt token counter OpenAI tokenizer LiteLLM cost tracking Google ↗
  1. OpenAI tiktoken on GitHub · github.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
free OpenAI API cost calculator token estimator tools 2026 pricing calculator
OBSERVED
Google ↗
AI Mode ↗
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of 1
OpenAI API pricing official input output cached tokens batch pricing documentation
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
LLM cost estimation tools prompt token counter OpenAI tokenizer LiteLLM cost tracking
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1