Real ChatGPT answer · index seedgdFVXRWY7dgcompleteB2B software · AI and automation toolscomparison

What is the cheapest way to monitor LLM token usage across multiple team members sharing a single developer API account

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the cheapest way to monitor LLM token usage across multiple team members sharing a single developer API account
2 real searches · 1 real-search pass
LiteLLM proxy virtual keys per user spend tracking documentation self hosted pricing 2026Google ↗
OBSERVEDOther / navigational
OpenAI API usage dashboard project API keys usage attribution documentation 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 (2)
Short factOther / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / 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
LiteLLM proxy virtual keys per user spend tracking documentation self hosted pricing 2026 Google ↗
OpenAI API usage dashboard project API keys usage attribution documentation 2026 Google ↗
  1. GitHub repository · github.com
  2. Documentation · docs.litellm.ai
  3. OpenAI Usage Dashboard · platform.openai.com
  4. Reviewing API usage and costs · help.openai.com
  5. Exporting monthly usage details from the API Usage Dashboard · help.openai.com
  6. Virtual Keys · docs.litellm.ai
  7. Spend Tracking · docs.litellm.ai
  8. LiteLLM pricing — free to self-host, Enterprise priced to scale · litellm.ai

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
LiteLLM proxy virtual keys per user spend tracking documentation self hosted pricing 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
OpenAI API usage dashboard project API keys usage attribution documentation 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1