What are the best alternatives to OpenAI for scaling LLM inference infrastructure with enterprise grade security guarantees and predictable monthly pricing
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the best alternatives to OpenAI for scaling LLM inference infrastructure with enterprise grade security guarantees and predictable monthly pricing
3 real searches · 1 real-search pass
enterprise LLM inference providers alternatives to OpenAI dedicated deployment predictable pricing security SLA 2026Google ↗
OBSERVEDComparison
Together AI Fireworks AI Groq Cloud enterprise security pricing dedicated endpoints SOC 2 2026Google ↗
OBSERVEDOther / navigational
AWS Bedrock Azure AI Foundry Google Vertex AI enterprise LLM inference pricing security private networking 2026Google ↗
OBSERVEDOther / navigational
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). 2 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
enterprise LLM inference providers alternatives to OpenAI dedicated deployment predictable pricing security SLA 2026 Google ↗
Together AI Fireworks AI Groq Cloud enterprise security pricing dedicated endpoints SOC 2 2026 Google ↗
AWS Bedrock Azure AI Foundry Google Vertex AI enterprise LLM inference pricing security private networking 2026 Google ↗
- Amazon Bedrock Pricing · aws.amazon.com
- Increase model invocation capacity with Provisioned Throughput in Amazon Bedrock · docs.aws.amazon.com
- Amazon Bedrock · aws.amazon.com
- Fireworks on Microsoft Foundry · azure.microsoft.com
- Microsoft AI Foundry · ai.azure.com
- Provisioned Throughput overview | Gemini Enterprise Agent Platform | Google Cloud Documentation · docs.cloud.google.com
- Google Vertex AI · cloud.google.com
- Fireworks for enterprise · fireworks.ai
- Fireworks AI · fireworks.ai
- Trust Center · trust.together.ai
- Build with leading AI models · together.ai
- Together AI · together.ai
- Baseten · baseten.co
- 6 LLM gateways to consider for production AI in 2026 · arize.com
- LiteLLM · litellm.ai
- Portkey · portkey.ai
- TrueFoundry · truefoundry.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
enterprise LLM inference providers alternatives to OpenAI dedicated deployment predictable pricing security SLA 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Together AI Fireworks AI Groq Cloud enterprise security pricing dedicated endpoints SOC 2 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
AWS Bedrock Azure AI Foundry Google Vertex AI enterprise LLM inference pricing security private networking 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |