How do I estimate token usage and API costs before launching a new AI chatbot feature using Claude versus OpenAI models.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I estimate token usage and API costs before launching a new AI chatbot feature using Claude versus OpenAI models.
3 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 3 queries…
Searches and sources
ChatGPT3 real searches · gpt-6
OpenAI API pricing official models input output cached tokens 2026 Google ↗
Anthropic Claude API pricing official models input output prompt caching 2026 Google ↗
OpenAI token counting API documentation tiktoken Anthropic token counting API documentation Google ↗
- Anthropic Claude API pricing · platform.claude.com
- OpenAI API pricing · developers.openai.com
- Counting tokens · developers.openai.com
- Token counting · platform.claude.com
- Claude token counting · platform.claude.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
OpenAI API pricing official models input output cached tokens 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Anthropic Claude API pricing official models input output prompt caching 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
OpenAI token counting API documentation tiktoken Anthropic token counting API documentation OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |