Is it cheaper to scale LLM inference using serverless providers like Replicate or to manage our own cluster on AWS EC2 right now?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is it cheaper to scale LLM inference using serverless providers like Replicate or to manage our own cluster on AWS EC2 right now?
3 real searches · 1 real-search pass
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Replicate official pricing GPU inference per second pricing 2026 Google ↗
AWS EC2 GPU instance on-demand pricing G6 G5 us-east-1 2026 Google ↗
AWS EC2 GPU instance pricing reserved spot g6 2026 Google ↗
- Pricing · replicate.com
- g6 family: sizes and prices (AWS EC2) · instances.usage.ai
- Public cloud GPU instance prices by region · gpuledger.dev
- AWS GPU prices · computetick.com
- Pricing · replicate.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Replicate official pricing GPU inference per second pricing 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
AWS EC2 GPU instance on-demand pricing G6 G5 us-east-1 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
AWS EC2 GPU instance pricing reserved spot g6 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |