Amazon Bedrock vs Deep Infra: Token Pricing, Speed & Intelligence

Full comparison of Amazon Bedrock and Deep Infra — live token pricing, latency, throughput, context window, strengths, weaknesses, and best use cases. Updated July 2026.

Amazon Bedrock

AWS-native LLM access — Nova, Claude, Llama, and more via one API

Amazon Bedrock is AWS's managed LLM service, providing access to Amazon's own Nova models alongside third-party models from Anthropic, Meta, Mistral, and others. It integrates natively with the AWS ecosystem including IAM, VPC, and CloudWatch, making it the default choice for teams already on AWS.

AWS-nativeEnterprise complianceMulti-modelHIPAA workloadsAgents

Proprietary modelsHosts open weights

Deep Infra

The cheapest inference API for open-weight models — Llama, Mistral, and more

Deep Infra is an inference-focused API provider specialising in open-weight models at extremely competitive prices. Consistently among the cheapest providers for Llama 3, Mistral, and DeepSeek models, making it the go-to choice for cost-sensitive production inference.

Cost-sensitive inferenceLlama 3 productionDeepSeek hostingHigh-volume batch processing

Open-weight hostHosts open weights

Key metrics

Cheapest input ($/1M)

—

Cheapest output ($/1M)

—

Peak throughput

—

Best latency (TTFT)

—

Intelligence score

—

Context window

—

Live token pricing

Strengths & weaknesses

Amazon Bedrock

Native AWS integration — IAM, VPC, CloudWatch, S3

Access to Claude, Llama, Mistral, and Amazon Nova via one API

Enterprise compliance: SOC 2, HIPAA, GDPR

Provisioned throughput for guaranteed capacity

No data leaves your AWS account

More complex setup than standalone inference APIs

Pricing can be higher than direct provider APIs

Latency overhead from AWS abstraction layer

Deep Infra

Consistently lowest prices for open-weight models

Wide model catalog including Llama, Mistral, DeepSeek

OpenAI-compatible API

Fast cold start times

No rate limits on most models

No proprietary models — open-weight only

Less enterprise support than larger providers

Smaller ecosystem than Together AI or Fireworks

Key differentiators

Amazon Bedrock

The only way to run Claude, Llama, and Amazon Nova within your own AWS VPC — data never leaves your account.

Deep Infra

The most price-competitive inference API for open-weight models — often 30–50% cheaper than comparable providers for the same Llama or Mistral model.

Frequently asked questions

Amazon Bedrock FAQs

What models are available on Amazon Bedrock?

Amazon Bedrock offers Amazon Nova (Micro, Lite, Pro), Anthropic Claude (Haiku, Sonnet, Opus), Meta Llama 3.x, Mistral, Cohere, and others. The catalog varies by AWS region.

How does Amazon Bedrock pricing work?

Bedrock uses on-demand pricing per 1M tokens, similar to direct provider APIs. Provisioned throughput is available for guaranteed capacity at a fixed hourly rate. Prices are generally comparable to or slightly above direct provider pricing.

Is Amazon Bedrock HIPAA-compliant?

Yes. Amazon Bedrock is covered under AWS's HIPAA BAA, making it suitable for healthcare applications that require HIPAA compliance. Data processed through Bedrock stays within your AWS account.

Deep Infra FAQs

How cheap is Deep Infra compared to other providers?

Deep Infra is consistently among the cheapest providers for open-weight models. For example, Llama 3.1 8B is available at $0.02–0.05/1M tokens, and Llama 3.3 70B at around $0.10/1M tokens — often 30–50% below comparable providers.

What models does Deep Infra support?

Deep Infra hosts a wide range of open-weight models including the full Llama 3.x family, Mistral, Mixtral, DeepSeek V3 and R1, Qwen, and many others. The catalog is updated frequently as new models are released.

Is Deep Infra OpenAI-compatible?

Yes. Deep Infra provides an OpenAI-compatible API, so you can use the OpenAI SDK by pointing it at the Deep Infra endpoint. This makes migration straightforward.

Provider resources

Amazon Bedrock

Provider page Website Pricing Docs

Deep Infra

Provider page Website Pricing Docs

Amazon Bedrock — AWS-native LLM access — Nova, Claude, Llama, and more via one API

The only way to run Claude, Llama, and Amazon Nova within your own AWS VPC — data never leaves your account.

Deep Infra — The cheapest inference API for open-weight models — Llama, Mistral, and more

The most price-competitive inference API for open-weight models — often 30–50% cheaper than comparable providers for the same Llama or Mistral model.

Key strengths compared

Amazon Bedrock

▸Native AWS integration — IAM, VPC, CloudWatch, S3
▸Access to Claude, Llama, Mistral, and Amazon Nova via one API
▸Enterprise compliance: SOC 2, HIPAA, GDPR

Deep Infra

▸Consistently lowest prices for open-weight models
▸Wide model catalog including Llama, Mistral, DeepSeek
▸OpenAI-compatible API

Provider category context

Amazon Bedrock is a cloud, founded in 2023. Deep Infra is a inference api, founded in 2023. The category difference means these providers serve partially overlapping use cases — compare the model lists and pricing tables above to find the best fit for your specific workload.

How to choose between them

Choose Amazon Bedrock if you need native aws integration — iam, vpc, cloudwatch, s3. Choose Deep Infra if you need consistently lowest prices for open-weight models. For high-volume production workloads, run a cost comparison using the token pricing table above with your actual prompt/completion token ratio — the cheapest provider depends heavily on your input-to-output token ratio.