I need a detailed cost comparison of hosting our own LLM inference versus paying per request to OpenAI or Anthropic.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I need a detailed cost comparison of hosting our own LLM inference versus paying per request to OpenAI or Anthropic.
4 real searches · 1 real-search pass
OpenAI API pricing official GPT models input output cached tokens 2026Google ↗
OBSERVEDOther / navigational
Anthropic API pricing official Claude models input output cache 2026Google ↗
OBSERVEDOther / navigational
GPU cloud rental H100 H200 A100 hourly pricing 2026Google ↗
OBSERVEDOther / navigational
self hosted LLM inference throughput GPU benchmark vLLM H100 tokens per secondGoogle ↗
OBSERVEDConsequence
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
OpenAI API pricing official GPT models input output cached tokens 2026 Google ↗
Anthropic API pricing official Claude models input output cache 2026 Google ↗
GPU cloud rental H100 H200 A100 hourly pricing 2026 Google ↗
self hosted LLM inference throughput GPU benchmark vLLM H100 tokens per second Google ↗
- Pricing · developers.openai.com
- Pricing · platform.claude.com
- GPU Compute Price Index · 06.ai
- llm-inference-benchmarks/README.md at main · IOG-Foundation/llm-inference-benchmarks · github.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
OpenAI API pricing official GPT models input output cached tokens 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Anthropic API pricing official Claude models input output cache 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
GPU cloud rental H100 H200 A100 hourly pricing 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
self hosted LLM inference throughput GPU benchmark vLLM H100 tokens per second OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |