What is the cheapest way to host and fine-tune open source LLMs on AWS or GCP without overspending on GPU instances
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the cheapest way to host and fine-tune open source LLMs on AWS or GCP without overspending on GPU instances
4 real searches · 1 real-search pass
AWS EC2 GPU instance pricing g5 g6 Spot pricing official 2026Google ↗
OBSERVEDComparison
Google Cloud GPU pricing L4 Spot VM pricing official 2026Google ↗
OBSERVEDComparison
AWS SageMaker training pricing GPU instances official; Google Vertex AI training pricing GPU official 2026Google ↗
OBSERVEDComparison
vLLM quantization LoRA QLoRA documentation supported models memory requirementsGoogle ↗
OBSERVEDInstruction
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
AWS EC2 GPU instance pricing g5 g6 Spot pricing official 2026 Google ↗
Google Cloud GPU pricing L4 Spot VM pricing official 2026 Google ↗
AWS SageMaker training pricing GPU instances official; Google Vertex AI training pricing GPU official 2026 Google ↗
vLLM quantization LoRA QLoRA documentation supported models memory requirements Google ↗
- GPU pricing · cloud.google.com
- Pricing | Spot VMs · cloud.google.com
- Specifications for Amazon EC2 accelerated computing instances · docs.aws.amazon.com
- Amazon EC2 – Secure and resizable compute capacity · aws.amazon.com
- SageMaker pricing · aws.amazon.com
- Documentation · huggingface.co
- Documentation · huggingface.co
- GitHub · github.com
- GitHub · github.com
- GitHub · github.com
- Documentation · docs.vllm.ai
- Website · ollama.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
AWS EC2 GPU instance pricing g5 g6 Spot pricing official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Google Cloud GPU pricing L4 Spot VM pricing official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
AWS SageMaker training pricing GPU instances official; Google Vertex AI training pricing GPU official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
vLLM quantization LoRA QLoRA documentation supported models memory requirements OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |