Show me the cheapest viable infrastructure setup for scaling LLM inference without sacrificing too much latency on AWS.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Show me the cheapest viable infrastructure setup for scaling LLM inference without sacrificing too much latency on AWS.
5 real searches · 1 real-search pass
AWS EC2 GPU instance pricing G6 G6e us-east-1 on-demand 2026Google ↗
OBSERVED
AWS SageMaker real-time inference GPU pricing scale to zero alternatives ECS EKS vLLM AWS 2026Google ↗
OBSERVED
AWS EC2 Spot GPU instances G6 pricing vLLM inference architectureGoogle ↗
OBSERVED
AWS EC2 G6 G6e instance specifications L4 L40S GPU pricing on demand 2026 us-east-1Google ↗
OBSERVED
AWS SageMaker real-time inference versus EC2 self hosted vLLM cost autoscaling AWS 2026Google ↗
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 5 queries…
Searches and sources
ChatGPT5 real searches · gpt-6
AWS EC2 GPU instance pricing G6 G6e us-east-1 on-demand 2026 Google ↗
AWS SageMaker real-time inference GPU pricing scale to zero alternatives ECS EKS vLLM AWS 2026 Google ↗
AWS EC2 Spot GPU instances G6 pricing vLLM inference architecture Google ↗
AWS EC2 G6 G6e instance specifications L4 L40S GPU pricing on demand 2026 us-east-1 Google ↗
AWS SageMaker real-time inference versus EC2 self hosted vLLM cost autoscaling AWS 2026 Google ↗
- Accelerated computing · aws.amazon.com
- Amazon EC2 G6 Instances · aws.amazon.com
- GPU Cost Calculator · costmon.com
- g6 family: sizes and prices (AWS EC2) · instances.usage.ai
- AWS EC2 prices in US East (N. Virginia) (us-east-1) · instances.usage.ai
- Official documentation · docs.vllm.ai
- Choosing Where to Run LLM Inference on AWS: EC2, EKS, SageMaker, HyperPod, and Bedrock · builder.aws.com
- Bedrock vs SageMaker vs EKS - LLM Inference Cost Guide · builder.aws.com
Queries
5 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
AWS EC2 GPU instance pricing G6 G6e us-east-1 on-demand 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
AWS SageMaker real-time inference GPU pricing scale to zero alternatives ECS EKS vLLM AWS 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
AWS EC2 Spot GPU instances G6 pricing vLLM inference architecture OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
AWS EC2 G6 G6e instance specifications L4 L40S GPU pricing on demand 2026 us-east-1 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
AWS SageMaker real-time inference versus EC2 self hosted vLLM cost autoscaling AWS 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |