Real ChatGPT answer · index seed5TngfMeZOakcompleteB2B software · AI and automation toolscomparison

Can someone break down the exact differences in pricing and token limits between OpenAI Assistants API and Custom GPTs for an internal HR bot we are launching this week

ChatGPTgpt-63 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can someone break down the exact differences in pricing and token limits between OpenAI Assistants API and Custom GPTs for an internal HR bot we are launching this week
3 real searches · 1 real-search pass
OpenAI Assistants API shutdown August 26 2026 Responses API migration pricing token limits officialGoogle ↗
OBSERVEDConsequence
OpenAI API pricing models token prices context windows official 2026Google ↗
OBSERVEDOther / navigational
ChatGPT custom GPT pricing plans usage limits knowledge files limits official 2026Google ↗
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 / navigational67%ComparisonConsequence33%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 Assistants API shutdown August 26 2026 Responses API migration pricing token limits official Google ↗
OpenAI API pricing models token prices context windows official 2026 Google ↗
ChatGPT custom GPT pricing plans usage limits knowledge files limits official 2026 Google ↗
  1. Assistants migration guide · developers.openai.com
  2. Custom GPT retirement and migration FAQ · help.openai.com
  3. ChatGPT Enterprise and Edu release notes · help.openai.com
  4. API Platform · openai.com
  5. Compare models · developers.openai.com
  6. Pricing · developers.openai.com
  7. Creating and editing GPTs · help.openai.com
  8. Business Pricing · openai.com
  9. ChatGPT Business: General FAQ · help.openai.com
  10. Managing billing and seats in ChatGPT Business · help.openai.com
  11. How your data is used to improve model performance · help.openai.com
  12. Data controls in ChatGPT · help.openai.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
OpenAI Assistants API shutdown August 26 2026 Responses API migration pricing token limits official
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
OpenAI API pricing models token prices context windows official 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
ChatGPT custom GPT pricing plans usage limits knowledge files limits official 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1