> ## Documentation Index
> Fetch the complete documentation index at: https://docs.subconscious.dev/llms.txt
> Use this file to discover all available pages before exploring further.

# Overview

> What is the Subconscious Inference System, what are the benefits, and who is it for

The **Subconscious Inference System** is a GPU orchestration platform designed to serve coding agents with industry-leading efficiency.

The system is deployed into the customer's cloud and runs on customer-provided GPUs, giving enterprises control over their infrastructure while Subconscious provides the software layer for reliable, efficient agent inference.

<CardGroup cols={3}>
  <Card title="Customer-controlled deployment" icon="lock">
    Prompts, completions, keys, logs, and operational data stay in your environment unless you choose to share them.
  </Card>

  <Card title="Coding-agent ready" icon="code">
    Engineers use OpenAI- and Anthropic-compatible endpoints from tools such as Cursor, Claude Code, OpenCode, and internal agents.
  </Card>

  <Card title="Assisted deployment" icon="handshake">
    Subconscious FDEs help plan, deploy, configure, and support the system with your platform and security teams.
  </Card>
</CardGroup>

## Benefits

* **Protect data and IP**: Tools like Claude Code or Codex can ship prompts, code, and engineering context outside your trust boundary. The Subconscious Inference System keeps coding-agent inference in infrastructure you control.
* **Own your intelligence economics**: Rent GPUs, choose the model, and serve your own coding intelligence instead of depending on closed APIs with high or unpredictable costs.
* **Cut GPU spend for agent workloads**: The Inference Runtime is designed to serve teams of engineers with roughly half the GPUs compared with off-the-shelf inference runtimes like vLLM.
* **Frontier-level intelligence**: Open models like GLM 5.2 now match leading closed models on coding-agent performance, making owned deployment a practical option.
* **Reduce platform engineering burden**: Subconscious helps manage the API Gateway, Inference Runtime, Distribution Platform, upgrades, and support so your platform team can focus on higher-value work.

See the [Subconscious pricing page](https://www.subconscious.dev/pricing) for the ROI calculator and savings model.

## Who it is for

The Subconscious Inference System is for enterprises that want frontier-level coding agents without giving up control over data, IP, cost, or reliability.

It is usually a fit when:

* You have 50+ software engineers using or evaluating coding agents.
* Security or IP requirements make hosted tools hard to approve.
* You want predictable costs and owned GPU capacity.
* You do not want to build and maintain a full self-hosting stack yourself.