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How do I troubleshoot unexpected cost spikes in our monthly OpenAI API bill when our user traffic hasn't actually increased?

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do I troubleshoot unexpected cost spikes in our monthly OpenAI API bill when our user traffic hasn't actually increased?
2 real searches · 1 real-search pass
OpenAI API billing usage dashboard costs breakdown model tokens cached input tokens official documentationGoogle ↗
OBSERVEDOther / navigational
OpenAI API pricing reasoning tokens tool calls batch API official documentationGoogle ↗
OBSERVEDReason

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%ComparisonConsequenceReason50%DefinitionInstructionYes / 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 API billing usage dashboard costs breakdown model tokens cached input tokens official documentation Google ↗
OpenAI API pricing reasoning tokens tool calls batch API official documentation Google ↗
  1. OpenAI Platform Usage Dashboard · platform.openai.com
  2. API pricing page · developers.openai.com
  3. Pricing · developers.openai.com
  4. Understanding and counting tokens · help.openai.com
  5. Reviewing API usage and costs · help.openai.com
  6. Prompt Caching guide · developers.openai.com
  7. OpenAI Billing · platform.openai.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
OpenAI API billing usage dashboard costs breakdown model tokens cached input tokens official documentation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
OpenAI API pricing reasoning tokens tool calls batch API official documentation
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1