# Amazon Bedrock vs RunInfra

> RunInfra sells cheap coding plans on mid-size open models and an agent that builds endpoints. Bedrock sells governed access to frontier and open models on AWS. Low-cost DIY versus enterprise scale.

Canonical: https://www.subconscious.dev/compare/aws-bedrock-vs-runinfra · By The Subconscious Team · Updated September 30, 2026

## How they compare

RunInfra, founded in 2026, sells hosted models and an agent that deploys them. Its hosted Model APIs serve a small library, including Nemotron 3.5 Lightning 30B, Qwen 3.8 27B and Ornith 1.5 35B, and its coding plans start at $10 a month for Claude Code, Codex and similar tools. Its deployment agent benchmarks models across GPUs, searches quantized variants and ships an endpoint that scales to zero. Bedrock offers 100+ models, including Claude and GPT-6 Astra, with IAM, PrivateLink, KMS and CloudTrail built in. Its endpoints come up from cold in under two seconds.

Quality and track record separate them. RunInfra admits its hosted library is centered on mid-size models far from frontier quality, and the company has little independent benchmarking or enterprise history. Bedrock is the enterprise default for many AWS shops. RunInfra wins on cost and simplicity for individual developers and small teams, including voice pipelines and custom uploads up to 50 GB. Bedrock wins for regulated, multi-model agent platforms, at a premium of 20 to 35% on most models.

## What each one does

### 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.

### RunInfra

RunInfra pitches open models built for agents, with two ways in. Its hosted Model APIs serve a small curated library, including Nemotron 3.5 Lightning 30B, Qwen 3.8 27B and Ornith 1.5 35B, behind one key that works with both the OpenAI and Anthropic SDKs. Cached context bills at a discount. Coding plans start at $10 a month with limits that reset every five hours and every week, and they plug into Claude Code, Codex, OpenCode, Cline, Aider and dozens of other agent CLIs.

## Which is best, and when

### Choose Amazon Bedrock for

- Frontier models for regulated enterprises.
- Managed agent runtime and Guardrails.
- Many providers on one governed API.

### Choose RunInfra for

- Cheap monthly coding plans for agent CLIs.
- Automated endpoint building without ML ops.
- Voice pipelines on small open models.

## At a glance

| Attribute | Amazon Bedrock | RunInfra |
|---|---|---|
| Model access | Closed and open, 100+ models | Open weights |
| Flagship models | Claude, GPT-6 Astra, Nova, DeepSeek | Nemotron 3.5 Lightning 30B, Qwen 3.8 27B |
| Speed | Latency-optimized option on some models | Cold starts under 2s |
| Price | ~20–35% above direct; Claude at parity | Coding plans from $10 a month |
| Customization | Fine-tuning, Custom Model Import | Uploads up to 50 GB; auto-quantization |
| Deployment | Managed on AWS, AgentCore | Model APIs, agent-built endpoints |
| Long context | Varies by model | Varies by model |

## FAQ

### What is the difference between Amazon Bedrock and RunInfra?

RunInfra sells cheap coding plans on mid-size open models and an agent that builds endpoints. Bedrock sells governed access to frontier and open models on AWS. Low-cost DIY versus enterprise scale.

### When should I choose Amazon Bedrock over RunInfra?

Frontier models for regulated enterprises; Managed agent runtime and Guardrails; Many providers on one governed API.

### When should I choose RunInfra over Amazon Bedrock?

Cheap monthly coding plans for agent CLIs; Automated endpoint building without ML ops; Voice pipelines on small open models.

### Is Amazon Bedrock or RunInfra cheaper?

Amazon Bedrock: ~20–35% above direct; Claude at parity. RunInfra: Coding plans from $10 a month. The cheaper choice depends on the model and workload.

### Which has more context, Amazon Bedrock or RunInfra?

Amazon Bedrock: Varies by model. RunInfra: Varies by model.

## Running long-horizon agents?

If your agents run past 200K tokens, compare both against Subconscious: [Subconscious vs Amazon Bedrock](https://www.subconscious.dev/compare/subconscious-vs-aws-bedrock.md), [Subconscious vs RunInfra](https://www.subconscious.dev/compare/subconscious-vs-runinfra.md).

Full profiles: [Amazon Bedrock](https://www.subconscious.dev/providers/aws-bedrock.md), [RunInfra](https://www.subconscious.dev/providers/runinfra.md).