My startup team is struggling with API costs. What are the best tools and techniques for managing LLM token budgets effectively without hurting output quality?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
My startup team is struggling with API costs. What are the best tools and techniques for managing LLM token budgets effectively without hurting output quality?
3 real searches · 1 real-search pass
LLM API cost management tools LiteLLM Langfuse Helicone prompt caching batch API documentation 2026Google ↗
OBSERVEDOther / navigational
OpenAI API prompt caching batch API official documentation cost tokensGoogle ↗
OBSERVEDOther / navigational
Anthropic API prompt caching documentation cost savingsGoogle ↗
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 (3)
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 API cost management tools LiteLLM Langfuse Helicone prompt caching batch API documentation 2026 Google ↗
OpenAI API prompt caching batch API official documentation cost tokens Google ↗
Anthropic API prompt caching documentation cost savings Google ↗
- LiteLLM · litellm.ai
- Langfuse · langfuse.com
- Helicone · helicone.ai
- Portkey · portkey.ai
- OpenRouter · openrouter.ai
- Prompt caching · developers.openai.com
- Prompt caching · developers.openai.com
- Prompt caching · platform.claude.com
- Batch API · developers.openai.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
LLM API cost management tools LiteLLM Langfuse Helicone prompt caching batch API documentation 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
OpenAI API prompt caching batch API official documentation cost tokens OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Anthropic API prompt caching documentation cost savings OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |