A question buyers ask AI

Which LLM infrastructure platforms are best for running open-source models with low latency and predictable per-token pricing?

Measured in 1 answer, last on Nov 8, 2026. Only the passages that name a brand are shown.

Brands in the answers

BrandNamed inRecommended inPositiveAvg. position
Groq100%100%100%1
Cerebras100%100%100%2
DeepInfra100%100%100%3
Fireworks AI100%100%100%4
Together AI100%100%100%5
Novita AI100%100%100%6
Nebius100%0%0%—
Scaleway100%0%0%—

Where each answer names a brand

Answer 1 · Nov 8, 2026 · 12 sources cited
Groq#1RecommendedSite citedpositive
“1. Groq – best for extremely low latency.”
+ low latency

“1. Groq – best for extremely low latency.”

+ token-generation throughput

“- Excellent token-generation throughput.”

+ OpenAI-compatible API

“- Simple OpenAI-compatible API.”

− smaller model catalogue

“- Smaller model catalogue than GPU-based providers.”

Cerebras#2RecommendedSite citedpositive
“2. Cerebras – best for maximum token-generation throughput.”
+ maximum token-generation throughput

“2. Cerebras – best for maximum token-generation throughput.”

+ generation speeds

“- Extremely high generation speeds.”

+ published per-token pricing

“- Published per-token pricing.”

− limited self-service model catalogue

“- More limited self-service model catalogue.”

DeepInfra#3RecommendedSite citedpositive
“3. DeepInfra – best for low per-token cost.”
+ low per-token cost

“3. DeepInfra – best for low per-token cost.”

+ broad catalogue of open-weight models

“- Broad catalogue of open-weight models.”

+ competitive token pricing

“- Competitive input and output token pricing.”

+ serverless inference and dedicated GPU options

“- Serverless inference and dedicated GPU options.”

+ OpenAI-compatible API

“- OpenAI-compatible API.”

Fireworks AI#4RecommendedSite citedpositive
“4. Fireworks AI – best overall production inference platform.”
+ serverless and provisioned throughput options

“- Serverless and provisioned throughput options.”

+ production platform

“4. Fireworks AI – best overall production inference platform.”

+ optimized GPU inference infrastructure

“- Optimized GPU inference infrastructure.”

+ broad open-model support

“- Broad open-model support.”

+ fine-tuning and deployment capabilities

“- Fine-tuning and deployment capabilities.”

Together AI#5RecommendedSite citedpositive
“5. Together AI – best for model variety and flexibility.”
+ model variety and flexibility

“5. Together AI – best for model variety and flexibility.”

+ large selection of open-weight models

“- Large selection of open-weight models.”

+ serverless token-based pricing

“- Serverless token-based pricing.”

+ fine-tuning and dedicated inference

“- Fine-tuning and dedicated inference.”

+ provisioned throughput for reserved capacity

“- Provisioned Throughput for reserved capacity and performance guarantees.”

Novita AI#6RecommendedSite citedpositive
“6. Novita AI – a strong price-performance alternative.”
+ competitive pricing

“- Competitive pricing for open-source models.”

+ serverless and dedicated GPU deployment options

“- Serverless and dedicated GPU deployment options.”

+ price-performance alternative

“6. Novita AI – a strong price-performance alternative.”

“if EU data residency is important, evaluate Nebius, Scaleway and other EU-hosted inference options”
“if EU data residency is important, evaluate Nebius, Scaleway and other EU-hosted inference options”

Sources the answers cite

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