Real ChatGPT answer · index seedBM4S4s1TrIocompleteB2B software · AI and automation toolshowto

We are blowing through our OpenAI budget every month so how do I implement strict LLM token limits and caching for our internal tools

ChatGPTgpt-64 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
We are blowing through our OpenAI budget every month so how do I implement strict LLM token limits and caching for our internal tools
4 real searches · 1 real-search pass
site:platform.openai.com/docs/guides/prompt-caching OpenAI prompt caching requirements cached tokensGoogle ↗
OBSERVED
site:platform.openai.com/docs/api-reference/responses max_output_tokens Responses APIGoogle ↗
OBSERVED
site:help.openai.com API usage limits monthly budget soft limit project budget alertsGoogle ↗
OBSERVED
site:platform.openai.com/docs/guides/production-best-practices rate limits usage tracking OpenAI APIGoogle ↗
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 4 queries…

Searches and sources

ChatGPT4 real searches · gpt-6
site:platform.openai.com/docs/guides/prompt-caching OpenAI prompt caching requirements cached tokens Google ↗
site:platform.openai.com/docs/api-reference/responses max_output_tokens Responses API Google ↗
site:help.openai.com API usage limits monthly budget soft limit project budget alerts Google ↗
site:platform.openai.com/docs/guides/production-best-practices rate limits usage tracking OpenAI API Google ↗
  1. Troubleshooting API rate limits and 429 errors · help.openai.com
  2. Tokenizer · platform.openai.com
  3. OpenAI prompt caching documentation · platform.openai.com
  4. Pricing · platform.openai.com
  5. Pricing · platform.openai.com
  6. Managing projects in the API platform · help.openai.com
  7. Troubleshooting API usage and spend limits · help.openai.com

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
site:platform.openai.com/docs/guides/prompt-caching OpenAI prompt caching requirements cached tokens
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
site:platform.openai.com/docs/api-reference/responses max_output_tokens Responses API
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
site:help.openai.com API usage limits monthly budget soft limit project budget alerts
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
site:platform.openai.com/docs/guides/production-best-practices rate limits usage tracking OpenAI API
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1