# Scalattice

> Managed production inference across a distributed GPU network.

Developers call an OpenAI-compatible API with output vetting, security tiers, and regional policy. Scalattice routes, verifies, and bills per token. GPU operators host inference-only catalog models and earn the majority of developer token spend on completed jobs.

## Value proposition

### For API users (developers)
- OpenAI SDK drop-in: swap base URL and API key
- Built-in output vetting, Scalattice runs multiple job replicas before responses return
- Security tiers (`tier1`, `tier2.5`) set per request or in the dashboard
- Regional policy headers: EU, US, APAC, or auto
- Published per-token catalog pricing with prepaid credits
- Promotional offers: model-specific credits and unlimited access on select models ([Scalattice Cloud offers](https://scalattice.cloud/offers))
- Managed routing assigns operator capacity for each request
- Capacity fallback when operator GPUs are short

### For GPU operators (providers)
- Inference-only catalog models on your hardware
- The majority of developer token spend on completed inference jobs
- $0 connection fee
- Curated model catalog with demand ratings (1 to 5)
- Model weights mirrored by Scalattice
- Schedule control: always, paused, or UTC hour windows
- Open-source agent (MIT): https://github.com/scalattice/scalattice-agent

## Main

- [Home](https://scalattice.com/): Product overview, model catalog, and how the network works
- [Developers](https://scalattice.com/developers/): OpenAI-compatible API, vetting, security tiers, and regional policy
- [CLI](https://scalattice.com/cli/): Developer CLI install (npm + curl) and GitHub source
- [Providers](https://scalattice.com/providers/): Inference-only GPU hosting, majority revenue share, and $0 connection fee
- [Pricing](https://scalattice.com/pricing/): Published per-token rates for developers and provider economics
- [Blog](https://scalattice.com/blog/): Guides on models, inference, and hosting inference on your GPU
- [Network](https://scalattice.com/network/): Regional routing, vetting, security policy, and capacity fallback
- [Company](https://scalattice.com/company/): Mission and how developers and operators connect through Scalattice
- [Support](https://scalattice.com/support/): Help centre and contact

## Blog

- [LiteLLM + Open WebUI](https://scalattice.com/blog/litellm-open-webui/): Connect Open WebUI or LiteLLM to `https://api.scalattice.cloud/v1` with an `slt_` key
- [CLI + MCP](https://scalattice.com/blog/cli-mcp/): Terminal setup, npm install, optional MCP for Cursor / Claude Desktop
- [OpenAI SDK → Scalattice](https://scalattice.com/blog/openai-sdk-scalattice/): Drop-in base URL + API key setup (Python + curl)
- [Choosing a model](https://scalattice.com/blog/choosing-a-model/): Catalog guide for Llama, Qwen3, Gemma, DeepSeek R1, and Coder
- [What is inference](https://scalattice.com/blog/what-is-inference/): Tokens, context, streaming, and pricing
- [Host inference on your GPU](https://scalattice.com/blog/host-inference-on-your-gpu/): Agent install, schedules, and earning in the pool

## Cloud

- [Scalattice Cloud](https://scalattice.cloud/): API keys, security policy defaults, credits, usage, provider earnings, and agent onboarding
- [Cloud offers](https://scalattice.cloud/offers): Live promos and model-specific credit grants
- [Developer docs](https://scalattice.cloud/docs/developers): API reference, Open WebUI, LiteLLM, routing headers, billing
- [Open WebUI docs](https://scalattice.cloud/docs/developers#open-webui): Admin → Connections → `https://api.scalattice.cloud/v1`
- [LiteLLM docs](https://scalattice.cloud/docs/developers#litellm): `openai/` model prefix + Scalattice `api_base`
- [Provider docs](https://scalattice.cloud/docs/providers): Agent install, models, schedules, earnings

## Open source

- [Scalattice Agent](https://github.com/scalattice/scalattice-agent): GPU operator agent (Rust, MIT)
- [Scalattice CLI](https://github.com/scalattice/scalattice-cli): Terminal setup (`scalattice setup`), credits, optional MCP
- [npm: scalattice-cli](https://www.npmjs.com/package/scalattice-cli): Install with `npm install -g scalattice-cli`
- [CLI landing](https://scalattice.com/cli/): Install options and links
- [Cloud installer](https://scalattice.cloud/install/cli): `curl -fsSL … | sh`

## Agent onboarding (CLI)

```bash
curl -fsSL https://scalattice.cloud/install/cli | sh
# or: npm install -g scalattice-cli
scalattice setup
eval "$(scalattice init)"
```

Then call OpenAI-compatible `POST /v1/chat/completions` or `GET /v1/credits`. Optional: `scalattice mcp` for Claude Desktop / Cursor tools (MCP does not create accounts).

## Policies

- [Privacy](https://scalattice.com/privacy/): Personal data and cookies
- [Terms](https://scalattice.com/terms/): Terms and conditions
- [Legal](https://scalattice.com/legal/): Legal information
- [Accessibility](https://scalattice.com/accessibility/): WCAG commitment and contact

## Optional

- [Sitemap](https://scalattice.com/sitemap.xml): Full list of public pages
- [Robots](https://scalattice.com/robots.txt): Crawler rules