I need a breakdown of current pricing and token budget management tools so we can stop wasting money on redundant LLM API calls in our customer support software
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I need a breakdown of current pricing and token budget management tools so we can stop wasting money on redundant LLM API calls in our customer support software
4 real searches · 1 real-search pass
official OpenAI API pricing input output cached tokens 2026Google ↗
OBSERVEDOther / navigational
official Anthropic API pricing prompt caching 2026Google ↗
OBSERVEDComparison
official Google Gemini API pricing context caching 2026Google ↗
OBSERVEDComparison
LLM API cost management tools LiteLLM Portkey Helicone Langfuse pricing caching budgets 2026Google ↗
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 (4)
Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
official OpenAI API pricing input output cached tokens 2026 Google ↗
official Anthropic API pricing prompt caching 2026 Google ↗
official Google Gemini API pricing context caching 2026 Google ↗
LLM API cost management tools LiteLLM Portkey Helicone Langfuse pricing caching budgets 2026 Google ↗
- Pricing · developers.openai.com
- Pricing · platform.claude.com
- Gemini Developer API pricing | Gemini API | Google AI for Developers · ai.google.dev
- Prompt caching · developers.openai.com
- Pricing and plans · litellm.ai
- Spend tracking documentation · docs.litellm.ai
- Pricing · developers.cloudflare.com
- Spend limits · developers.cloudflare.com
- Pricing and plans · portkey.ai
- Pricing · langfuse.com
- Cost tracking documentation · langfuse.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
official OpenAI API pricing input output cached tokens 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
official Anthropic API pricing prompt caching 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
official Google Gemini API pricing context caching 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
LLM API cost management tools LiteLLM Portkey Helicone Langfuse pricing caching budgets 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |