How do the top LLM inference infrastructure providers compare in terms of pricing and ease of integration for growing tech companies?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do the top LLM inference infrastructure providers compare in terms of pricing and ease of integration for growing tech companies?
2 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 (2)
Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
2026 LLM inference provider pricing Together AI Fireworks AI Groq Cerebras Baseten Modal Replicate pricing official Google ↗
2026 managed LLM inference pricing AWS Bedrock Google Vertex AI Azure AI Foundry OpenAI API integration comparison 2026 Google ↗
- Build with leading AI models · together.ai
- Models · fireworks.ai
- Cloud Pricing · baseten.co
- Cerebras Inference Pricing · cerebras.ai
- Amazon Bedrock Pricing · aws.amazon.com
- Documentation · docs.together.ai
- Pricing · fireworks.ai
- Inference platform · fireworks.ai
- Groq · groq.com
- Developer documentation · console.groq.com
- Documentation · inference-docs.cerebras.ai
- Documentation · docs.baseten.co
- Pricing · modal.com
- Inference · modal.com
- Pricing · aws.amazon.com
- Documentation · docs.aws.amazon.com
- Pricing · replicate.com
- Documentation · replicate.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 LLM inference provider pricing Together AI Fireworks AI Groq Cerebras Baseten Modal Replicate pricing official OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
2026 managed LLM inference pricing AWS Bedrock Google Vertex AI Azure AI Foundry OpenAI API integration comparison 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |