Real ChatGPT answer · index seedzzsYSC2IqZ4completeB2B softwarehowto
How do I estimate token usage and monthly expenses before migrating our internal tooling over to the latest GPT-4o API endpoints?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I estimate token usage and monthly expenses before migrating our internal tooling over to the latest GPT-4o API endpoints?
2 real searches · 1 real-search pass
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 2 queries…
Searches and sources
ChatGPT2 real searches · gpt-6
OpenAI API pricing GPT-4o input output cached input tokens official pricing 2026 Google ↗
OpenAI API token counting documentation tiktoken Responses API usage input_tokens output_tokens official Google ↗
3 cited sources
- GPT-4o Model · developers.openai.com
- Prompt Caching in the API · openai.com
- Counting tokens · developers.openai.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
OpenAI API pricing GPT-4o input output cached input tokens official pricing 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
OpenAI API token counting documentation tiktoken Responses API usage input_tokens output_tokens official OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |