Real ChatGPT answer · index seedJPSDtB0Osn0completeB2B software · AI and automation toolsinformational

We need to audit our cloud infrastructure costs. What strategies help with managing LLM token budgets when scaling a generative AI feature to fifty thousand users?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
We need to audit our cloud infrastructure costs. What strategies help with managing LLM token budgets when scaling a generative AI feature to fifty thousand users?
1 real search · 1 real-search pass
LLM token cost optimization prompt caching model routing rate limits batch API official documentation 2026Google ↗
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
LLM token cost optimization prompt caching model routing rate limits batch API official documentation 2026 Google ↗
  1. Prompt caching · developers.openai.com
  2. Prompt caching · developers.openai.com
  3. Production best practices · developers.openai.com
  4. Gemini API optimization and inference  |  Google AI for Developers · ai.google.dev

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
LLM token cost optimization prompt caching model routing rate limits batch API official documentation 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1