What is the current pricing for scaling LLM inference infrastructure on AWS for a startup based in Hendersonville?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the current pricing for scaling LLM inference infrastructure on AWS for a startup based in Hendersonville?
4 real searches · 1 real-search pass
AWS EC2 GPU instance pricing p5 p4d g6 g5 on-demand US East 2026 official pricingGoogle ↗
OBSERVEDComparison
Amazon SageMaker real-time inference pricing GPU instances official 2026Google ↗
OBSERVEDComparison
Amazon Bedrock pricing on-demand inference tokens official 2026Google ↗
OBSERVEDReason
AWS Inferentia2 pricing inf2 instances official 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
AWS EC2 GPU instance pricing p5 p4d g6 g5 on-demand US East 2026 official pricing Google ↗
Amazon SageMaker real-time inference pricing GPU instances official 2026 Google ↗
Amazon Bedrock pricing on-demand inference tokens official 2026 Google ↗
AWS Inferentia2 pricing inf2 instances official 2026 Google ↗
- g6.xlarge pricing: $587.5040 monthly · economize.cloud
- g5.2xlarge Specs & Pricing - AWS EC2 Spot & On-Demand in us-east-1 · doit.com
- Compute – Amazon EC2 Inf2 instances · aws.amazon.com
- Amazon EC2 – Secure and resizable compute capacity · aws.amazon.com
- Amazon Bedrock Pricing · aws.amazon.com
- Official Bedrock pricing · aws.amazon.com
- Official SageMaker pricing · aws.amazon.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 p5 p4d g6 g5 on-demand US East 2026 official pricing OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Amazon SageMaker real-time inference pricing GPU instances official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Amazon Bedrock pricing on-demand inference tokens official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
AWS Inferentia2 pricing inf2 instances official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |