Real ChatGPT answer · index seedWAKYSJgEve0completeB2B software · AI and automation toolscommercial

i am looking for a simple tool to monitor and limit llm token budgets across multiple different projects we are running right now

ChatGPTgpt-63 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
i am looking for a simple tool to monitor and limit llm token budgets across multiple different projects we are running right now
3 real searches · 1 real-search pass
LLM gateway per project budgets token limits spend tracking hard limits LiteLLM Portkey Helicone 2026Google ↗
OBSERVEDReason
LiteLLM budget management virtual keys teams projects spend limits documentationGoogle ↗
OBSERVEDOther / navigational
Portkey budgets rate limits token usage projects 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 (3)
Short factOther / navigational67%ComparisonConsequenceReason33%DefinitionInstructionYes / 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
LLM gateway per project budgets token limits spend tracking hard limits LiteLLM Portkey Helicone 2026 Google ↗
LiteLLM budget management virtual keys teams projects spend limits documentation Google ↗
Portkey budgets rate limits token usage projects documentation Google ↗
  1. Website · litellm.ai
  2. Budget documentation · docs.litellm.ai
  3. Website · portkey.ai
  4. Documentation · portkey.ai
  5. Website · vercel.com
  6. Budget documentation · vercel.com
  7. AI Gateway Budgets and Spend Limits · vercel.com
  8. How to host an AI Hackathon without losing control of your keys or budget · portkey.ai
  9. Spend Tracking · docs.litellm.ai

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
LLM gateway per project budgets token limits spend tracking hard limits LiteLLM Portkey Helicone 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
LiteLLM budget management virtual keys teams projects spend limits documentation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Portkey budgets rate limits token usage projects documentation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1