Sufi AI Infrastructure

One workspace. Three kinds of hooshvare.

An AI workspace is where you set the model, cost limits, knowledge and tools once. Hooshvares are built on that base, tested, and work under your control.

  • OpenAI-compatible providers
  • Cost cap per workspace
  • A person confirms every change
Model & providerCost & capsKnowledge (RAG)MCP toolsTest chatUsageWorkspace

01 · WORKSPACE

The workspace: one brain, any model you want

Connect a provider, set a model per capability, and own the prices and cost caps. With a decision model, the conversation itself decides which model or tool handles each step.

OpenAItodayOpenRouteraggregatorAvalAIIranLiaraIranLocal modelsOpenAI-compatibleMore providers · comingWorkspaceDecision modelWhich model? Which tool?ChatVisionAudioEmbeddingsMCP toolsPrice controlInput / 1M tokens$ ✎ editableOutput / 1M tokens$ ✎ editableCost cap80%

Many providers, one place

OpenAI today; aggregators like OpenRouter, Iranian providers AvalAI and Liara, and local models through an OpenAI-compatible endpoint.

Multimodal per capability

Set separate models for chat, vision, audio and embeddings, from one provider or several.

A fully intelligent conversation

A decision model picks the right model or tool for each step and stops risky tool calls before they run.

Prices and costs in your hands

Editable price per model, a cost cap per workspace, and usage reports.

02 · RELATIONSHIP

Hooshvares run on a workspace

A hooshvare is Sufi's name for an AI companion. Each has a display name, source module, workspace and status, and takes its model, key, cost cap, knowledge and tools from its workspace.

  • One workspace, many hooshvares
  • Switch workspace without rewriting the hooshvare
  • Host workspaces inherited by tenants (read-only)
Main workspaceTest workspaceHooshvare 1Hooshvare 2Hooshvare 3

03 · BUILD & MAINTAIN

From building to looking after

A hooshvare isn't built once and forgotten. Its whole life cycle is in the console:

1Create2Define3Knowledge4Test5Monitor6Maintain
  1. 1. CreateCreate in the Hooshvares list and pick a workspace
  2. 2. DefineInstructions and allowed tools
  3. 3. KnowledgeIndex sources, RAG search
  4. 4. TestTry it in the lab before release
  5. 5. MonitorCost, tokens and success rate
  6. 6. MaintainChange workspace, refresh, enable/disable

04 · THREE KINDS

Three kinds, three levels of autonomy

Each product has its own hooshvares, covered on that product's page. Here are the kinds:

Assistant

Reads and recommends

  • Answers from data it may read
  • Summaries and suggestions
  • Never changes data

Copilot

Changes things after you confirm

  • Drafts and proposed changes
  • Runs tools after a person confirms
  • Works inside the page you are on
Preview · coming soon

Agent

Carries multi-step work

  • Multi-step runs with tools
  • Runtime tool governance
  • Off by default in rc.1

05 · COMPARE

Which kind for which job?

AssistantCopilotAgent
Read & suggest✓✓✓
Change data—After confirmAfter confirm
Multi-step work——Coming
Use allowed MCP tools✓✓✓

06 · CONTROL

AI under your control

Separate permissions

Every page and action has its own SufiAI permission.

Human approval

The hooshvare proposes, a person decides.

Cost cap

Per workspace.

Built-in hooshvares can't be deleted

So nothing breaks by accident.

Web search off

By default, and always cites sources.

AI infrastructure is part of the business modules. The free licence covers up to 100 users and 100 GB of database; AI provider costs are yours.

Build your own workspace with us

Contact us

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