What is the most cost effective way to manage LLM token budgets across multiple departments using different AI vendors
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the most cost effective way to manage LLM token budgets across multiple departments using different AI vendors
1 real search · 1 real-search pass
2026 multi-vendor LLM gateway token cost management FinOps LiteLLM Portkey Helicone OpenRouter enterprise budgets pricing featuresGoogle ↗
OBSERVEDComparison
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
2026 multi-vendor LLM gateway token cost management FinOps LiteLLM Portkey Helicone OpenRouter enterprise budgets pricing features Google ↗
- Official website · litellm.ai
- Official website · portkey.ai
- Official documentation · developers.cloudflare.com
- Official website · langfuse.com
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- AI Gateway for Cost Control: LiteLLM vs Portkey vs Kong vs Cloudflare vs Bifrost (2026) · finops.qa
- Best LLM Cost Tracking Tools (2026) · leanlm.ai