Real ChatGPT answer · index seedUd3UbJh9DhocompleteB2B software · AI and automation toolscommercial

Can someone explain the hidden costs of the OpenAI API usage tiers so I can budget properly for rolling out our new AI-powered internal search tool?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can someone explain the hidden costs of the OpenAI API usage tiers so I can budget properly for rolling out our new AI-powered internal search tool?
3 real searches · 1 real-search pass
site:openai.com/api/pricing API pricing input output cached tokens embeddings tools storage 2026Google ↗
OBSERVEDOther / navigational
site:platform.openai.com/docs/guides/rate-limits usage tiers rate limits billing APIGoogle ↗
OBSERVEDOther / navigational
site:openai.com enterprise privacy API data retention pricing batch API file search vector storesGoogle ↗
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 (3)
Short factOther / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT3 real searches · gpt-6
site:openai.com/api/pricing API pricing input output cached tokens embeddings tools storage 2026 Google ↗
site:platform.openai.com/docs/guides/rate-limits usage tiers rate limits billing API Google ↗
site:openai.com enterprise privacy API data retention pricing batch API file search vector stores Google ↗
  1. Rate limits · developers.openai.com
  2. Troubleshooting API usage and spend limits · help.openai.com
  3. Understanding and counting tokens · help.openai.com
  4. text-embedding-3-large Model · developers.openai.com
  5. Pricing · developers.openai.com
  6. Pricing · developers.openai.com
  7. Retrieval · developers.openai.com
  8. File search · developers.openai.com
  9. Spend limits · developers.openai.com
  10. Setting up and managing prepaid API billing · help.openai.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
site:openai.com/api/pricing API pricing input output cached tokens embeddings tools storage 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
site:platform.openai.com/docs/guides/rate-limits usage tiers rate limits billing API
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
site:openai.com enterprise privacy API data retention pricing batch API file search vector stores
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1