Is it more cost-effective to fine-tune an open source LLM on AWS SageMaker or to use managed fine-tuning services provided by Anthropic and OpenAI?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is it more cost-effective to fine-tune an open source LLM on AWS SageMaker or to use managed fine-tuning services provided by Anthropic and OpenAI?
4 real searches · 1 real-search pass
2026 AWS SageMaker training pricing GPU instances fine tuning pricing officialGoogle ↗
OBSERVED
OpenAI fine-tuning pricing training tokens inference pricing official 2026Google ↗
OBSERVED
Anthropic fine tuning availability pricing official 2026Google ↗
OBSERVED
AWS SageMaker JumpStart fine tuning pricing managed training inference officialGoogle ↗
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
2026 AWS SageMaker training pricing GPU instances fine tuning pricing official Google ↗
OpenAI fine-tuning pricing training tokens inference pricing official 2026 Google ↗
Anthropic fine tuning availability pricing official 2026 Google ↗
AWS SageMaker JumpStart fine tuning pricing managed training inference official Google ↗
- Pricing · developers.openai.com
- Introducing improvements to the fine-tuning API and expanding our custom models program · openai.com
- SageMaker Pricing · aws.amazon.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 AWS SageMaker training pricing GPU instances fine tuning pricing official OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
OpenAI fine-tuning pricing training tokens inference pricing official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Anthropic fine tuning availability pricing official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
AWS SageMaker JumpStart fine tuning pricing managed training inference official OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |