We need to build a custom internal chatbot for our HR team under a strict software budget. Which open-source LLM framework has the lowest hosting costs?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We need to build a custom internal chatbot for our HR team under a strict software budget. Which open-source LLM framework has the lowest hosting costs?
4 real searches · 1 real-search pass
llama.cpp vs Ollama vs vLLM hosting cost self-hosted inference CPU GPU official documentation 2026Google ↗
OBSERVED
Ollama official documentation hardware requirements model hosting localGoogle ↗
OBSERVED
llama.cpp official GitHub quantization CPU GPU inferenceGoogle ↗
OBSERVED
vLLM official documentation production serving throughput GPUGoogle ↗
OBSERVED
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.
Classifying 4 queries…
Searches and sources
ChatGPT4 real searches · gpt-6
llama.cpp vs Ollama vs vLLM hosting cost self-hosted inference CPU GPU official documentation 2026 Google ↗
Ollama official documentation hardware requirements model hosting local Google ↗
llama.cpp official GitHub quantization CPU GPU inference Google ↗
vLLM official documentation production serving throughput GPU Google ↗
- vLLM vs Ollama vs llama.cpp: Choosing a Self-Hosted LLM Inference Engine · thebackroomtech.com
- Self-hosted LLM inference servers compared: vLLM, Ollama, llama.cpp · deployopen.com
- Inference engines · docs.docker.com
- llama.cpp · github.com
- Ollama · github.com
- vLLM · github.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
llama.cpp vs Ollama vs vLLM hosting cost self-hosted inference CPU GPU official documentation 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Ollama official documentation hardware requirements model hosting local OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
llama.cpp official GitHub quantization CPU GPU inference OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
vLLM official documentation production serving throughput GPU OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |