Private AI. Built around your organization.
Turn your organization’s knowledge into private AI infrastructure.
AI NUN is a locally deployable enterprise AI platform that works with your approved knowledge, documents and rules — and can be integrated into the digital environments your people already use.
Your data. Your infrastructure. Your AI.
- Private deployment
- Enterprise knowledge
- Multilingual
- Integration-ready
Control stays with your organization.
Designed for organizations that need AI capability without giving up control over corporate knowledge and operational context.
Local deployment
AI NUN, the language model and the knowledge layer can run within the organization’s own controlled infrastructure.
No third-party cloud AI
No third-party cloud AI required for answer generation in a local deployment.
Grounded answers
Responses are based on the knowledge sources made available to the system.
Controlled uncertainty
When the available knowledge is insufficient, the system can say so instead of presenting an unsupported answer as fact.
Multilingual interaction
Users can ask questions and receive answers in their own language.
Not another AI account. An AI capability inside your organization.
Most AI tools ask your organization to adapt its work to an external service. AI NUN takes the opposite approach: it brings AI to the knowledge and digital environment you already control.
Your policies, product information, procedures, instructions, FAQs, knowledge bases and approved facts become the foundation of an organization-specific AI experience.
The result is not simply a chatbot. It is a reusable AI layer that can support different users, interfaces and business processes from the same controlled knowledge environment.
Knowledge + Control + Integration
AI NUN is built around three practical enterprise needs: make organizational knowledge easier to use, keep that knowledge under organizational control, and connect AI to the places where work and communication already happen.
- Knowledge
- Control
- Integration
What changes when knowledge becomes accessible through AI?
Corporate knowledge already exists. The problem is that it is often fragmented across documents, websites, internal folders, manuals, FAQs and the experience of individual employees.
AI NUN creates a natural-language access layer over that knowledge, helping organizations reduce the distance between a question and a reliable answer.
Reduce repetitive questions
Let AI handle recurring informational requests so specialists can focus on cases that require judgment, expertise or human interaction.
Make knowledge easier to find
Allow people to ask a question naturally instead of searching through folders, pages and long documents.
Create a consistent answer layer
Use the same controlled knowledge environment across multiple user touchpoints.
Serve multilingual audiences
Make the same organizational knowledge accessible across languages without maintaining separate manual answer flows for every audience.
Bring AI closer to sensitive knowledge
Run AI where organizational information already lives instead of automatically moving that information to an external AI service.
Start small and expand
Begin with one high-value knowledge process and extend the same AI foundation to additional teams, channels and use cases.
Where could AI NUN work in your organization?
Customer Service
Turn approved product, service, pricing and policy information into 24/7 AI-assisted customer guidance.
Example prompt
What documents do I need, how long does the process take, and what should I do next?
Internal Knowledge
Give employees a faster way to navigate internal procedures, instructions, policies and reference materials.
Example prompt
Which internal procedure applies to this situation?
IT & Service Desk
Use approved technical documentation and internal guidance to answer recurring support questions and direct users to the right next step.
Example prompt
How do I configure this service under our internal policy?
HR & People Operations
Make onboarding information, internal rules, benefits guidance and routine HR knowledge easier to access.
Example prompt
What is the process for requesting this type of leave?
Compliance & Policy
Help users navigate approved policies, procedures and regulatory guidance while keeping the answer grounded in controlled sources.
Example prompt
Which policy applies, and where is the relevant requirement documented?
Sales & Product Knowledge
Help teams navigate product information, service descriptions, specifications and approved commercial materials.
Example prompt
Which solution matches these requirements?
Education
Support students and applicants with admissions, schedules, programme information, procedures and institutional guidance.
Example prompt
What do I need to apply as an international student?
Public Services
Explain procedures, required documents, timelines and service information using approved public-sector knowledge.
Example prompt
Which documents are required and where should I submit them?
A simple question for every potential client
Where in your organization do people repeatedly search for the same information, ask the same questions or depend on a small number of colleagues to explain how something works?
That is often the best place to start with AI NUN.
Find Your First Use CaseFrom organizational knowledge to a usable AI experience.
Define the trusted knowledge
You decide what AI NUN should know. This can include approved facts, FAQs, service information, policies, procedures, instructions, reference documents and other controlled knowledge sources.
Deploy the AI environment
AI NUN, the language model and the knowledge layer can be deployed in the organization’s own controlled infrastructure, according to the requirements of the implementation.
Connect the user experience
The AI capability can be exposed through the organization’s digital interfaces — for example, a website, internal portal, service interface, messaging channel or another corporate solution.
Ask in natural language
A user asks a question in the language and wording that feels natural to them.
Retrieve relevant knowledge
AI NUN searches the available organizational knowledge and identifies the material relevant to the request.
Generate a grounded answer
The language model formulates an answer using the available trusted context. When that context is insufficient, the system can communicate that limitation instead of filling the gap with an unsupported answer.
Improve over time
The organization can update the underlying knowledge as policies, services, products, procedures and priorities change.
Try the AI engine, not just the interface.
This demonstration shows how AI NUN works with a controlled knowledge base.
Ask a question the way a real customer, employee, student, patient or partner would ask it. AI NUN will search the available knowledge, identify relevant context and formulate an answer.
The important part is not the chat window. It is what happens behind it: a locally running AI environment working with organization-specific knowledge.
Bring AI to the systems your organization already uses.
AI NUN is designed to become part of an organization’s digital environment rather than a separate destination users must learn to visit.
The same AI foundation can support different interfaces and audiences while working from a controlled organizational knowledge layer.
Possible integration contexts
- Corporate website
- Customer portal
- Internal knowledge portal
- Service desk or support interface
- Mobile or web application
- Messaging interface
- Other organization-specific digital solutions
The exact integration architecture depends on the organization’s infrastructure, security requirements, user roles and business process.
Local by design
For organizations that require greater control over data, AI NUN can be deployed locally so that the language model and knowledge base operate within the organization’s controlled environment. In this configuration, documents and user questions do not need to be sent to a third-party cloud AI service for answer generation.
Integration without platform lock-in
The business objective is not to force every process into a new interface. It is to make AI capability available where it creates value — while keeping the organization in control of its knowledge and deployment decisions.
AI that knows what it knows — and what it does not.
For enterprise use, fluent language is not enough. The organization needs control over the information on which an answer is based.
AI NUN works with a defined knowledge environment. Approved facts and organizational materials provide the context from which answers are generated.
When sufficient supporting information is not available, the system can respond with uncertainty or indicate that the answer is not present in the available knowledge rather than presenting an unsupported statement as verified information.
A practical hierarchy of trust
- 01Approved facts and structured knowledge
- 02Organization-provided documents and reference materials
- 03If the knowledge is insufficient: say so
This does not eliminate every possible model error. It creates a more controlled and auditable basis for enterprise AI use than an unrestricted general-purpose conversation.
One knowledge environment. Multiple languages.
Organizations increasingly serve people who do not all communicate in the same language. AI NUN makes it possible to use one controlled knowledge environment across multilingual interactions.
A user can ask a question in their preferred language and receive an answer in that language, while the underlying organizational knowledge can be maintained independently of the user’s wording.
Current demonstration languages
- Русский
- English
- O‘zbekcha
- Italiano
- Deutsch
Additional language requirements can be assessed as part of a specific deployment.
See your own organization in the product.
Financial Services
Someone asks
An employee asks: “Which documents are required for this procedure, and which internal rule applies?”
What AI NUN does
AI NUN searches the approved internal knowledge and returns a concise answer based on the relevant material.
University or Training Provider
Someone asks
An international applicant asks: “What documents do I need, what are the deadlines, and is accommodation available?”
What AI NUN does
AI NUN provides a multilingual answer based on official admissions and programme information.
Manufacturing or Technical Operations
Someone asks
A specialist asks: “What procedure applies when this type of fault is detected?”
What AI NUN does
AI NUN helps locate and explain the relevant technical instruction or internal procedure.
Government or Public Service
Someone asks
A citizen asks: “What do I need to submit, where do I submit it, and how long does the process take?”
What AI NUN does
AI NUN explains the process based on approved service information and official procedures.
Healthcare Administration
Someone asks
A patient asks: “How should I prepare for my appointment, when should I arrive, and which documents should I bring?”
What AI NUN does
AI NUN answers from approved administrative and service information without replacing professional medical judgment.
International Customer Operations
Someone asks
A customer asks in Italian while the source materials are maintained in English and another corporate language.
What AI NUN does
AI NUN provides a coherent answer in the customer’s language from the same controlled knowledge environment.
Professional Services
Someone asks
A team member asks: “Which internal template and procedure should we use for this type of engagement?”
What AI NUN does
AI NUN helps navigate approved internal methodology, templates and process guidance.
Retail and E-commerce
Someone asks
A customer asks: “Is this product available, what are the delivery conditions, and how does a return work?”
What AI NUN does
AI NUN can provide an answer from approved product, delivery and policy information when connected to the relevant knowledge sources.
Start with one real business process.
Enterprise AI does not need to begin with a company-wide transformation.
The most useful starting point is usually one process where people repeatedly search for information, ask similar questions or depend on fragmented organizational knowledge.
A practical pilot path
Identify the use case
Select a process with clear users, recurring information needs and a definable body of organizational knowledge.
Review the knowledge
Determine which documents, facts, policies, procedures and reference sources should be available to the AI.
Define the deployment
Agree on the technical environment, access requirements, interfaces and integration boundaries.
Build the pilot
Configure a working AI NUN environment around the selected use case.
Test with real questions
Use realistic queries from the intended audience and identify knowledge gaps, unclear source material and answer-quality issues.
Measure usefulness
Evaluate whether the pilot improves access to information, consistency, response handling or another agreed business objective.
Expand selectively
Extend the same foundation to additional teams, knowledge domains or digital interfaces when the value is demonstrated.
Why organizations consider AI NUN.
Control
The organization determines the knowledge, deployment environment and intended use.
Privacy-oriented architecture
Local deployment can keep the language model and knowledge processing inside the organization’s controlled environment.
Grounded knowledge
Answers are generated using the organizational information made available to the system.
Reusable AI layer
The same underlying capability can support different interfaces and use cases.
Multilingual experience
The same knowledge environment can serve users across multiple languages.
Practical adoption
Organizations can start with one concrete process instead of attempting an enterprise-wide AI transformation from day one.
Human oversight remains possible
AI NUN can support access to knowledge without removing the organization’s responsibility for policies, source quality, process design and decisions.
Frequently Asked Questions
Is AI NUN a chatbot?
A chat interface can be one way to use AI NUN, but the product is broader. AI NUN is intended as a locally deployable AI capability that works with organization-specific knowledge and can be integrated into different digital environments.
Does AI NUN require sending our documents to a public AI service?
Not in a local deployment. AI NUN can be configured so that the language model and knowledge layer operate in the organization’s controlled infrastructure and answer generation does not require sending corporate documents or user questions to a third-party cloud AI service.
Can AI NUN work with our own documents?
Yes. The knowledge environment can be built from organization-provided and approved materials such as policies, procedures, FAQs, service information, instructions and other relevant knowledge sources.
What happens when the answer is not in the knowledge base?
The system can be configured to communicate that the available knowledge is insufficient rather than presenting an unsupported answer as confirmed information.
Does that mean AI NUN can never make an error?
No generative AI system should be treated as infallible. AI NUN is designed to reduce uncontrolled answering by grounding responses in defined organizational knowledge and by making insufficient knowledge an explicit outcome.
Can we use AI NUN internally?
Yes. Internal knowledge access is one of the core enterprise use cases: policies, procedures, instructions, onboarding information, technical documentation and other controlled internal knowledge can be made easier to navigate.
Can we use it for customers or external users?
Yes. AI NUN can support customer-facing or public-facing information scenarios when the organization defines the appropriate knowledge, access model and integration.
Can AI NUN work in more than one language?
Yes. The current demonstration supports English, Russian, Uzbek, Italian and German. Additional language requirements can be assessed for a specific deployment.
Where can AI NUN be integrated?
Depending on the implementation, the AI capability can be integrated into websites, internal portals, service interfaces, applications, messaging channels and other organization-specific digital solutions.
Do we need to replace our existing systems?
Not necessarily. The goal is to add an AI access layer to useful organizational knowledge and existing digital processes where appropriate, rather than automatically replacing the systems already in use.
How should we start?
Start with one process where users repeatedly ask similar questions or struggle to find reliable information. A focused pilot makes it easier to define the knowledge, test real questions and evaluate measurable usefulness before expanding.
Is AI NUN intended to make autonomous business decisions?
The primary proposition presented on this site is controlled access to organizational knowledge and AI-assisted information handling. Any higher-risk automation or decision-making use case should be designed and governed separately for the specific organization and regulatory context.
Tell us the business problem — not the AI specification.
You do not need to design the AI solution before contacting us.
Tell us where employees, customers or partners repeatedly search for information, ask the same questions or work with a large volume of organizational documents. We will discuss whether AI NUN is a suitable way to address that process.
Your organization already has the knowledge. Make it usable through AI.
AI NUN turns controlled organizational knowledge into a private AI capability that can become part of the way your employees, customers and digital systems find and use information.
Start with one real process. Prove the value. Expand from there.
Your knowledge. Your infrastructure. Your AI.