Real ChatGPT answer · index seedKpQfF0vQJxscompleteB2B software · AI and automation toolscommercial

we are spending too much on api tokens for our internal Q and A bot what are the best ways to compress our prompts

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
we are spending too much on api tokens for our internal Q and A bot what are the best ways to compress our prompts
2 real searches · 1 real-search pass
OpenAI API prompt caching documentation reduce input token costs prompt engineering token usage retrieval best practicesGoogle ↗
OBSERVEDOther / navigational
site:platform.openai.com/docs prompt caching API cached input tokensGoogle ↗
OBSERVEDOther / navigational

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.

ChatGPT real searches (2)
Short factOther / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
OpenAI API prompt caching documentation reduce input token costs prompt engineering token usage retrieval best practices Google ↗
site:platform.openai.com/docs prompt caching API cached input tokens Google ↗
  1. Prompt caching · developers.openai.com
  2. Prompt caching · developers.openai.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
OpenAI API prompt caching documentation reduce input token costs prompt engineering token usage retrieval best practices
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
site:platform.openai.com/docs prompt caching API cached input tokens
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1