Control plane for private enterprise AI

Not another chatbot. The control plane for private enterprise AI.

ClusterAI turns scattered internal models, RAG systems, agents, tools and compute nodes into a governed private AI capability network. Users ask one chat. ClusterAI routes each request to the right AI capability with context, permissions, fallback and visibility.

Private by design. Deployable on your own infrastructure. Designed to work with local and open-weight models.

chat
Extract the key obligations and liability risks from this service agreement.
answered by Contract AI
What is our remote work policy?
orchestrator
Legal AI
Contract AI
HR / RAG
Code AI
Commercial AI
Product AI
Generalist AI
GPU node

user → orchestrator → selected capability

// Routing decision
online
Answered byContract AI
Intentcontract
Matched tagsobligationsliabilitypayment terms
Selected capabilityContract AI
Data zoneconfidential
Permissionallowed
Fallbackno
Context sentyes
Reason

Best domain match for contract-class queries. User authorized for confidential zone. Node online with capacity.

Same chat. Different internal AI capabilities. Automatically routed.

The problem

Enterprise AI is becoming fragmented.

Most organizations do not deploy AI as one clean system. Teams create separate assistants, RAG pipelines, local models, GPU servers, agents, SaaS copilots and internal tools. Each one has different access rules, data boundaries, logs, performance and ownership. The result is AI sprawl.

Too many AI tools

Every department can create its own assistant, model or RAG workflow. Without a common control layer, adoption becomes fragmented.

Sensitive data risk

Contracts, HR policies, financial records, customer data and IP cannot be sent everywhere. Routing must respect data zones and permissions.

No capability-aware routing

A classic chatbot or load balancer does not know whether a request should go to Legal AI, HR RAG, Code AI or a high-performance GPU node.

No operational visibility

IT needs to know which nodes are online, why a capability was selected, when fallback happened and how the AI service behaves.

Cost & infrastructure uncertainty

Public API usage can grow unpredictably. Existing internal compute and local models are often underused.

Traditional chatbots answer prompts. ClusterAI orchestrates enterprise AI capabilities.

The solution

One chat. Many internal AI capabilities. Automatically routed.

ClusterAI lets users ask questions normally. They do not need to know which model, server, RAG system, tool or agent should answer. ClusterAI detects the intent, checks the user role and data zone, evaluates node health and capability fit, then routes the conversation to the right internal AI capability.

The user does not choose the model. ClusterAI chooses the right capability. ClusterAI routes to capabilities, not just servers.

step 01

User request

User asks a question normally — without choosing the model, server or capability.

step 02

Intent detection

Understand whether the request is legal, contractual, HR, code, commercial, product, general or another internal domain.

step 03

Policy & data-zone check

Verify whether the user and target capability are allowed to handle the relevant data.

step 04

Capability selection

Choose the best available AI capability, not just the next free server.

step 05

Governed context handoff

Send compressed, filtered conversation context to the selected daemon.

step 06

Response & audit

Let the selected capability answer, and record which AI answered, why and how.

ClusterAI routes conversations, not isolated prompts.

Capability network

Turn scattered AI resources into a governed capability network.

ClusterAI organizes internal AI resources as declared capabilities. Each capability can expose what it does, which data zones it can access, which roles can use it, how healthy it is and when it should receive a request.

Legal AI
N-LGL-01

Employment law, compliance, privacy, regulatory questions, legal risk and governance-sensitive requests.

Status
online
Zone
confidential
Example prompt

"Can I terminate an employee without notice?"

legalcomplianceemploymentprivacyrisk
Contract AI
N-CTR-02

Contract obligations, termination clauses, liability caps, payment terms, renewal dates, SLA penalties and supplier risk.

Status
online
Zone
confidential
Example prompt

"Extract the key obligations and liability risks from this service agreement."

contractobligationsliabilitySLApayment terms
HR / Internal Docs RAG
N-HR-03

Internal HR policies, remote work, paid leave, onboarding, employee handbook and procedural questions grounded in internal documents.

Status
online
Zone
internal
Example prompt

"What is our internal policy for remote work and paid leave?"

HRinternal policyleaveremote workRAG
Code AI
N-CDE-04

Debugging, code review, scripts, API errors, architecture questions, stack traces and developer support.

Status
online
Zone
internal
Example prompt

"Can you debug this Python function and explain what is wrong?"

codedebuggingPythonAPIstack trace
Commercial AI
N-COM-05

Sales proposals, pricing rationale, ROI arguments, objection handling, prospect follow-up and pilot offers.

Status
online
Zone
internal
Example prompt

"Prepare a 30-day pilot offer for a prospect worried about data privacy and AI costs."

commercialsalesROIproposalpilot offer
Product AI
N-PRD-06

Roadmap, user feedback, product requirements, user stories, acceptance criteria and feature prioritization.

Status
online
Zone
internal
Example prompt

"Turn this customer feedback into prioritized product requirements for the roadmap."

productroadmaprequirementsfeedbackprioritization
Generalist AI
N-GEN-07

Summaries, rewriting, explanations, generic business support and low-risk knowledge work.

Status
online
Zone
public
Example prompt

"Rewrite this paragraph in a clearer and more professional tone."

generalwritingsummaryrewrite
High-performance GPU node
N-GPU-08

Fallback and heavier workloads when specialized nodes are unavailable, saturated or require more compute.

Status
degraded
Zone
internal
Example prompt

"Run this longer analysis with the high-performance capability."

GPUlong contextfallbackperformance
See the routing happen

A look inside the routing decision.

Pick a request below. ClusterAI selects an internal AI capability, explains why, and shows the governance metadata involved. This panel is a local mockup — it does not link to the private evaluation environment.

Try a requestmock
Conversation state
  • · Recent turns: 1
  • · Compressed history: 0 tokens
// Routing decision
online
Answered byContract AI
Intentcontract analysis
Matched tagscontractobligationsliabilitypayment terms
Selected capabilityContract AI
Data zoneconfidential
Permissionallowed
Fallbackno
Context sentyes
Reason

Best domain match for contract-class queries. User authorized for confidential zone. Node online with capacity.

Private live demo available by invitation. This public page shows the product flow without exposing the evaluation environment.

Governed conversational orchestration

ClusterAI routes conversations, not isolated prompts.

In production, the selected daemon does not need to remember everything by itself. The client builds a governed conversation context and sends it to the selected capability. If the capability changes, the client transfers only a compressed, filtered and authorized summary.

Same capability — context carried

conversation
  • user

    What is our remote work policy?

  • clusteraiHR / RAG

    Answered by HR / Internal Docs RAG.

  • user

    So what should I do?

  • clusteraiHR / RAG

    Still answered by HR / RAG, using previous context.

Manual capability switch

conversation
  • user

    Turn this feedback into product requirements.

  • clusteraiProduct AI

    Answered by Product AI.

  • user

    Now ask Commercial AI to position this as a pilot offer.

  • clusteraiCommercial AI

    Switches to Commercial AI and transfers a governed summary.

Automatic intent change

conversation
  • user

    Can you debug this Python function?

  • clusteraiCode AI

    Automatically switches to Code AI because the intent changed clearly.

Governed handoff to Legal AI

conversation
  • user

    Ask Legal AI about the risks.

  • clusteraiLegal AI

    Manual capability switch with governed handoff.

The daemon is stateless by design. The client transports the governed conversation context to the selected daemon.

PRV

Private evaluation demo

A live evaluation environment exists, but it is not linked publicly. Access is shared directly with selected reviewers and design partners.

The public website intentionally does not expose the demo endpoint.

Ready to turn AI prototypes into an internal AI service?

Your AI is the engine. ClusterAI is the operating layer that makes it usable across the enterprise.