Real ChatGPT answer · index seedU7NynNH0KZAcompleteB2B software · AI and automation toolscomparison

how do managing llm token budgets work and what are the best ways to keep costs down for a small team

ChatGPTgpt-61 query10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
how do managing llm token budgets work and what are the best ways to keep costs down for a small team
1 real search · 1 real-search pass
official LLM API documentation token counting prompt caching batch processing rate limits cost optimization OpenAI AnthropicGoogle ↗
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 1 queries…

Searches and sources

ChatGPT1 real searches · gpt-6
official LLM API documentation token counting prompt caching batch processing rate limits cost optimization OpenAI Anthropic Google ↗
  1. Batch API · developers.openai.com
  2. Rate limits · developers.openai.com
  3. Production best practices · developers.openai.com
  4. Pricing · developers.openai.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
official LLM API documentation token counting prompt caching batch processing rate limits cost optimization OpenAI Anthropic
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1