Amazon Bedrock vs DeepInfra

DeepInfra is the price floor for open-model tokens, with 150+ models and no contracts. Bedrock charges more for AWS governance and closed-model access. Cheapest tokens versus enterprise controls.

By The Subconscious Team · Updated September 30, 2026

Amazon Bedrock vs DeepInfra: key differences

DeepInfra sets the reference price for open models: Llama 3.1 8B at $0.02 per million and DeepSeek V4 Flash at $0.14 in and $0.28 out, across 150+ text, image and speech models with no minimums or contracts. Bedrock sits at the other end of the price spectrum. Third-party analyses put most of its models 20 to 35% above direct API prices, with Claude at parity. What that buys is IAM, PrivateLink, KMS and CloudTrail on every call, closed models like GPT-6 Astra, and managed services around inference.

Quality and context are the hidden trade at DeepInfra. Heavy default quantization can cut both, and its FP4 DeepSeek V4 Pro caps context at 66K tokens, so teams need to check precision per model. Training has to happen elsewhere, since DeepInfra offers no managed fine-tuning. Bedrock offers fine-tuning, Custom Model Import and batch at 50% off. For bulk extraction, tagging, synthetic data and budget chat backends, DeepInfra's price is hard to argue with. For regulated production agents, Bedrock's controls usually justify the premium.

What Amazon Bedrock and DeepInfra do

Amazon Bedrock

Amazon Bedrock is AWS's managed model service and has become the default AI control plane for many enterprises. One API reaches 100+ models from 18+ providers, including Anthropic's Claude family, Meta, Mistral, DeepSeek, Amazon's own Nova models, and, since an April 2026 partnership expansion, OpenAI models up to GPT-6 Astra. Switching models is usually just a new model ID. Every call inherits IAM, PrivateLink, KMS encryption and CloudTrail logging, and provider models never train on customer data.

Example models: Claude Opus, GPT-6 Astra

Full Amazon Bedrock profile

DeepInfra

DeepInfra is the price floor for open-model inference. Developers treat it as the reference point for what a token should cost, with small models like Llama 3.1 8B at $0.02 per million and DeepSeek V4 Flash at $0.14 in and $0.28 out. The catalog covers 150+ open models across text, image and speech behind a fully OpenAI-compatible API. There are no minimums, setup fees or contracts on the shared API.

Example models: DeepSeek V4 Flash, Llama 3.1 8B

Full DeepInfra profile

Should you choose Amazon Bedrock or DeepInfra?

Amazon Bedrock

Choose Amazon Bedrock for

Regulated workloads needing AWS encryption and audit logs.
Fine-tuning and importing custom checkpoints.
Closed frontier models next to open ones.

DeepInfra

Choose DeepInfra for

The lowest per-token price on popular open models.
High-volume bulk extraction and synthetic data.
No-contract access to 150+ models.

Amazon Bedrock vs DeepInfra at a glance

Attribute	Amazon Bedrock	DeepInfra
Model access	Closed and open, 100+ models	Open weights
Flagship models	Claude, GPT-6 Astra, Nova, DeepSeek	DeepSeek V4 Flash, Llama 3.1 8B
Speed	Latency-optimized option on some models	~33 tok/s on DeepSeek V4 Pro (FP4)
Price	~20–35% above direct; Claude at parity	From $0.02 per 1M
Customization	Fine-tuning, Custom Model Import	No managed fine-tuning
Deployment	Managed on AWS, AgentCore	Shared API, no contracts
Long context	Varies by model	66K on FP4 DeepSeek V4 Pro

Frequently asked questions

What is the difference between Amazon Bedrock and DeepInfra?

DeepInfra is the price floor for open-model tokens, with 150+ models and no contracts. Bedrock charges more for AWS governance and closed-model access. Cheapest tokens versus enterprise controls.

When should I choose Amazon Bedrock over DeepInfra?

Regulated workloads needing AWS encryption and audit logs; Fine-tuning and importing custom checkpoints; Closed frontier models next to open ones.

When should I choose DeepInfra over Amazon Bedrock?

The lowest per-token price on popular open models; High-volume bulk extraction and synthetic data; No-contract access to 150+ models.

Is Amazon Bedrock or DeepInfra cheaper?

Amazon Bedrock: ~20–35% above direct; Claude at parity. DeepInfra: From $0.02 per 1M. The cheaper choice depends on the model and workload.

Which has more context, Amazon Bedrock or DeepInfra?

Amazon Bedrock: Varies by model. DeepInfra: 66K on FP4 DeepSeek V4 Pro.

Related comparisons

Running long-horizon agents?

If your agents run past 200K tokens, compare both against Subconscious. Our inference stack treats a long-horizon trace as the primary workload, so speed, cost, and accuracy hold up deep into the trace.

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