Real ChatGPT answer · index seed6PAQLWdOA1ocompleteB2B software · AI and automation toolscomparison

I am a retired engineer helping my son with his small business and we need to know if OpenAI API pricing tiers have changed recently because our monthly bill spiked unexpectedly.

ChatGPTgpt-63 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
I am a retired engineer helping my son with his small business and we need to know if OpenAI API pricing tiers have changed recently because our monthly bill spiked unexpectedly.
3 real searches · 1 real-search pass
OpenAI API pricing changes October 2026 pricing update officialGoogle ↗
OBSERVEDConsequence
OpenAI API pricing per million tokens current models official pricingGoogle ↗
OBSERVEDOther / navigational
OpenAI API billing usage costs unexpected spike troubleshooting officialGoogle ↗
OBSERVEDConsequence

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 / navigational33%ComparisonConsequence67%ReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
OpenAI API pricing changes October 2026 pricing update official Google ↗
OpenAI API pricing per million tokens current models official pricing Google ↗
OpenAI API billing usage costs unexpected spike troubleshooting official Google ↗
  1. Changelog · developers.openai.com
  2. Pricing · developers.openai.com
  3. Reviewing API usage and costs · help.openai.com
  4. Models · developers.openai.com
  5. OpenAI API Usage Dashboard · platform.openai.com
  6. Exporting monthly usage details from the API Usage Dashboard · help.openai.com
  7. Managing projects in the API platform · help.openai.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
OpenAI API pricing changes October 2026 pricing update official
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
OpenAI API pricing per million tokens current models official pricing
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
OpenAI API billing usage costs unexpected spike troubleshooting official
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1