Real ChatGPT answer · index seed2wLUg8iRNescompleteB2B software · developer toolsinformational

How should I estimate token usage and pricing for the new OpenAI embeddings model when indexing our company's internal documentation?

ChatGPTgpt-62 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How should I estimate token usage and pricing for the new OpenAI embeddings model when indexing our company's internal documentation?
2 real searches · 1 real-search pass
OpenAI embeddings API models pricing per million tokens text-embedding-3-small text-embedding-3-large 2026Google ↗
OBSERVEDComparison
OpenAI API embeddings guide token limits dimensions usage tokenization documentationGoogle ↗
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 / navigational50%Comparison50%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 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 embeddings API models pricing per million tokens text-embedding-3-small text-embedding-3-large 2026 Google ↗
OpenAI API embeddings guide token limits dimensions usage tokenization documentation Google ↗
  1. Small model · developers.openai.com
  2. Large model · developers.openai.com
  3. API pricing · developers.openai.com
  4. Create embeddings · developers.openai.com
  5. Vector embeddings · developers.openai.com
  6. text-embedding-3-small Model · developers.openai.com
  7. Understanding and counting tokens · help.openai.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
OpenAI embeddings API models pricing per million tokens text-embedding-3-small text-embedding-3-large 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
OpenAI API embeddings guide token limits dimensions usage tokenization documentation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1