Looking for a brutally honest comparison of LLM inference infrastructure vendors to help us decide whether to self host or use managed cloud endpoints this year.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Looking for a brutally honest comparison of LLM inference infrastructure vendors to help us decide whether to self host or use managed cloud endpoints this year.
1 real search · 1 real-search pass
2026 LLM inference infrastructure vendors comparison managed inference endpoints GPU cloud pricing vLLM Fireworks Together Baseten Groq Cerebras AWS Bedrock Vertex AIGoogle ↗
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 (1)
Classes come from the query-classifier (a local Laya model).
Searches and sources
ChatGPT1 real searches · gpt-6
2026 LLM inference infrastructure vendors comparison managed inference endpoints GPU cloud pricing vLLM Fireworks Together Baseten Groq Cerebras AWS Bedrock Vertex AI Google ↗
- Website · fireworks.ai
- Pricing · fireworks.ai
- Website · together.ai
- Pricing · together.ai
- Website · baseten.co
- Pricing · baseten.co
- Website · groq.com
- Models · console.groq.com
- Website · cerebras.ai
- Documentation · inference-docs.cerebras.ai
- Website · aws.amazon.com
- Pricing · aws.amazon.com
- Website · cloud.google.com
- Pricing · cloud.google.com
- Best LLM Inference Providers (2026): Groq Alternatives Compared · agentscamp.com
- AI Inference Platforms 2026: Vendor Comparison · wetheflywheel.com
- Best LLM API Providers in 2026: 8 Options Compared · fireworks.ai
- Choosing Where to Run LLM Inference on AWS: EC2, EKS, SageMaker, HyperPod, and Bedrock · builder.aws.com
- Choosing an Inference Path on AWS: From Managed APIs to Self-Hosted Accelerators · builder.aws.com
- 12 Best Inference Providers for AI Agents in 2026 · digitalocean.com
- Documentation · docs.vllm.ai
- Documentation · docs.sglang.ai
- Documentation · nvidia.github.io
Queries
1 queries · click a column to sort