Launch live AI agents inside your business.

Your business is already leaking time, knowledge, and control.

• Your best people are answering the same internal questions instead of moving the business forward.
• Important files exist somewhere (email, WhatsApp, laptops, shared drives), but nobody finds them fast enough.
• Employees are already using public AI tools, and you cannot see what sensitive information they paste into them.
• Hiring another coordinator, analyst, assistant, or admin fixes the pressure for a few months, then the work piles up again.
• The knowledge that makes your company valuable is scattered across people, documents, meetings, and memory.

Your business runs on what a few people know. That is the problem.

The pricing logic is in one person's head. The client history is in another person's inbox. The last version of the contract is on someone's laptop. So work stops when they are in a meeting, on leave, or gone, and the same questions get asked again next week.

Meanwhile the team found their own fix: they paste the contract, the patient note, the tender document into a public AI tool. It is faster. It is also your confidential data, on someone else's servers, with no record of who sent what.

• The knowledge is in people, not the company When your best people are busy or leave, the answers leave with them. New staff take months to become useful because nothing is written down in a place a machine can read.
• Confidential work is being pasted into public tools Contracts, patient files, salary data, client strategy. Once it is in a public chatbot there is no audit trail, no retention control, and no way to take it back.
• Documents are still handled by hand Proposals rewritten from scratch, reports rebuilt every month, folders searched for the one clause that matters. Billable hours spent on work that no longer requires a human.
• Regulated data cannot leave the premises Health, legal, financial and government data carries residency and disclosure rules. Most AI vendors answer that with a policy page. We answer it with hardware in your building.

You are running a business on information you can't fully access.

Your team loses time every day searching for documents and information. At the same time, many businesses have little visibility into what employees paste into public AI tools. Your contracts are in email threads. Your proposals live in someone's laptop. Your meeting decisions exist only in people's memory. And when people reach for AI to move faster, your most sensitive information may leave the company without you knowing.

The pain is simple: privacy, cost, and growth.

DHIA is positioned for business owners who want AI to become part of the company, not another cloud subscription that learns from sensitive documents, charges by usage, and stays disconnected from real operations.

• Avoid the next hire for repeatable work. A single operations, admin, analyst, or coordinator hire adds salary, benefits, recruitment, management, and overhead. DHIA absorbs the repeatable knowledge work before you add another seat.
• Recover the hours lost to searching and rewriting. Searching, rewriting, summarizing, checking files, drafting responses, and asking colleagues for answers quietly drains the workday. DHIA takes over that repeatable work so people can execute instead of chasing information.
• Reduce the hidden breach risk created by public AI tools. When staff paste contracts, HR files, customer records, finance reports, or strategy notes into outside tools, the risk is already active. DHIA gives them a private AI path before sensitive data leaves your control.

What a day with DHIA looks like

• 8:15 AM CEO asks DHIA for a private brief across yesterday’s board notes, department updates, and open risks before the first call.
• 10:30 AM Legal team uploads a new supplier contract. DHIA flags three unusual clauses and one missing renewal date before anyone reads it.
• 12:00 PM Sales asks for a proposal based on two past winning bids, the latest pricing guidance, and the client’s industry profile.
• 2:15 PM HR asks DHIA to answer an employee policy question using only the approved handbook and internal procedures.
• 4:45 PM Finance asks why last month’s operating expense moved. DHIA explains the variance in plain language with the source figures.
• 5:30 PM A management meeting is transcribed, summarized, assigned to owners, and turned into follow-up drafts before people leave.

Privacy is not an add-on. It is the product.

Every DHIA deployment is built on the same privacy foundation: no model training on your data, strict isolation between workspaces, full retention control, audit visibility, and source-backed answers, not as optional features, but as the default.

• No model training Company documents are used to answer the business, not to train outside AI models or improve another vendor’s product.
• Data isolation Each company, division, and user workspace can be separated by strict access boundaries so sensitive files do not co-mingle.
• Encryption by default Documents, conversations, and business memory are protected at rest and in transit as part of the standard deployment posture.
• Retention control The client decides how long documents, conversations, and logs should exist, with deletion and archive rules aligned to internal policy.
• Audit visibility Owners and administrators can understand who accessed which knowledge, what was asked, and when sensitive workflows were used.
• Traceable answers For document intelligence, DHIA can show source context so teams can verify the clause, figure, report, or policy behind an answer.

How the controls are enforced.

• Zero-training Deployment rules keep client documents, prompts, answers, and agent context out of model-training pipelines, so business data is used only for the client’s own workflows.
• Isolation Workspaces, departments, and approved knowledge sources are separated with access boundaries that prevent one team’s sensitive files from becoming another team’s context.
• Retention control Document memory, conversation history, and logs follow the client’s retention policy, including agreed archive, deletion, and offboarding rules.
• Audit visibility Admin reporting shows usage patterns, sensitive workflow activity, and who accessed protected knowledge so owners can review how DHIA is being used.

“Sovereign” has become a marketing word. Here is the difference.

Most vendors selling sovereign AI in the UAE are renting a cloud region. Your data still sits on someone else’s servers, under someone else’s account, on a contract that can change. That is data residency: useful, but not sovereignty. DHIA is the third column.

Built for how the UAE and GCC actually regulate data.

Regional firms are not only asking whether AI is useful. They are asking where the data physically sits, who can be shown the audit trail, and what happens at the next regulatory review. An on-premise deployment answers those questions in the simplest possible way: nothing left the building.

• UAE PDPL & DIFC DPL Federal Decree-Law 45 of 2021 and the DIFC Data Protection Law set expectations on cross-border transfer, consent, and processing records. On-premise deployment removes the cross-border transfer question entirely, since personal data never leaves your own infrastructure.
• Sector regulators Healthcare (DHA, DOH, MOH), financial (CBUAE, DFSA, ADGM) and government entities increasingly require local processing and demonstrable access control. DHIA is configured with your compliance officer so retention, logging, and role boundaries match the regime you answer to.
• Saudi PDPL & GCC neighbours Deployments in Saudi Arabia, Qatar, Bahrain, Oman and Kuwait face similar residency expectations. The same appliance model applies without renegotiating where a cloud provider stores your files.
• Evidence for auditors You can show an auditor the physical device, the access log, the retention rule, and the record of who queried what, rather than a third-party trust page and a data processing addendum.

What DHIA does

DHIA turns the knowledge already inside your business into answers, agents, cost control, risk visibility, language support, and searchable meeting memory.

• Your documents answer questions Ask anything across contracts, policies, invoices, and internal files. Get an answer in seconds, with the source shown.
• Your agents handle repeatable work Sales, finance, HR, legal, operations, and executive agents take over workflows that should not need another hire.
• Your AI bill becomes predictable No monthly token rent. Owned capacity means you plan AI like infrastructure, not a variable expense.
• Your legal risk gets surfaced early Renewal dates, unusual clauses, missing terms, and compliance gaps appear before they become problems.
• Your team works in the language they think in Arabic and English workstreams handled natively, without translation loss.
• Your meetings become searchable memory Decisions, owners, and follow-ups extracted from every meeting and stored privately.

What this unlocks for the client.

DHIA’s internal architecture is intentionally not published. What matters to customers is the operational result: a private AI layer that reads, remembers, researches, drafts, transcribes, routes, and governs work inside their environment.

• Owners fear data leakage DHIA keeps sensitive documents inside the company environment instead of sending contracts, HR files, financials, and client data to an outside LLM.
• Token bills punish adoption Teams can use their private AI heavily without every question, summary, or agent workflow creating a new monthly token expense.
• Hiring does not scale fast enough Live AI agents take over repeatable research, drafting, review, follow-up, and knowledge work so the business can grow output before adding headcount.
• Information is trapped in files Staff get one private place to ask questions across company documents, policies, contracts, and historical knowledge.
• Leaders wait days for summaries DHIA condenses reports, research, and meeting outcomes into executive-ready briefs that preserve source context.
• Teams work across languages DHIA understands Arabic, English, and mixed-language documents so regional teams do not lose meaning in translation.
• Offboarding leaves access risk Client IT can revoke access, cut connected accounts, and apply archive or deletion policies from an admin console.
• Meetings create no memory DHIA turns conversations into searchable decisions, actions, owners, and follow-up drafts.

One discovery call. One focused agent. Then scale.

We do not sell a box full of pre-built agents. We start with a discovery conversation to find the one or two bottlenecks costing you the most: document chaos, slow customer response, proposal drafting, compliance review, or knowledge trapped in one person's head. Then we design the right agent inside your DHIA brain to solve that specific problem. Once it is live, it stays in your box 24/7. When your business depends on it more, we cluster additional DHIA units for capacity.

• Sales agent Reads past proposals, product notes, and client history to draft tailored offers, follow-ups, and objection responses.
• Finance agent Answers budget questions, explains invoice patterns, prepares variance notes, and flags unusual spending for review.
• HR agent Helps employees find policies, onboarding answers, leave rules, internal forms, and training material without waiting for HR.
• Legal review agent Checks contracts against approved terms, renewal dates, missing clauses, risk language, and escalation rules.
• Operations agent Turns SOPs, job cards, maintenance logs, and service reports into quick answers and daily action lists.
• Executive agent Creates daily briefs from internal documents, meetings, market research, and department updates.

Built around 81 real business functions.

The roadmap becomes a practical deployment menu: DHIA can be shaped around the departments, workflows, permissions, and source documents a company already uses instead of starting as a generic chatbot.

• Marketing & growth Campaign planning, content drafting, audience research, SEO support, competitive scanning, and performance summaries.
• Sales & client service Lead qualification, proposal support, follow-up drafting, objection handling, account notes, and customer response workflows.
• Finance & accounting Invoice review, expense explanation, budget variance notes, payment follow-up, reporting summaries, and financial document Q&A.
• Legal & compliance Contract review, clause comparison, policy checks, renewal tracking, risk summaries, and evidence-backed document answers.
• HR & training Onboarding answers, policy guidance, employee document support, training material search, role briefings, and internal FAQ automation.
• Operations & admin SOP answers, task routing, meeting summaries, vendor coordination, status reports, and repeatable admin work.
• IT & security Access requests, internal support guidance, asset documentation, incident notes, permission workflows, and audit-ready activity visibility.
• Executive management Daily briefs, board-note summaries, department updates, decision logs, market scans, and owner-level reporting.
• Research & knowledge Document intelligence, source-backed answers, multilingual research, file comparison, knowledge extraction, and reusable company memory.
• Industry workflows Specialized agent patterns for professional services, healthcare, trading, distribution, consulting, family offices, and regulated teams.

One company brain, many private agents.

DHIA is not a single chatbot. It is an operating layer where a central AI brain coordinates department agents, personal workspaces, documents, and approved business tools while keeping the company’s knowledge under its control.

• One head agent A central DHIA brain routes work to the right department agent instead of forcing employees to know which tool or prompt to use.
• Division agents Legal, finance, operations, HR, marketing, IT, research, and executive teams can each have agents tuned to their real workflows.
• Personal workspaces Each user can have a private agent space for chat history, connected tools, documents, and follow-ups while sharing approved company knowledge.
• Connected browser Agents can work through approved web tools such as email, calendar, CRM, ERP, portals, and dashboards from a secure local browser session.

We build DHIA around your business. Then your owner can reshape it live.

DHIA is not handed to you as an empty tool. We design the first agents, workflows, permissions, and knowledge structure around your real business needs. Once it is running, the business owner can tell the top live AI agent what needs to change (a policy, workflow, answer style, department rule, or escalation path), and DHIA updates instantly inside your environment.

• Change a workflow Tell the top live AI agent: “Route supplier contract risks to legal before finance sees them.” The rule updates instantly.
• Adjust an answer style Ask DHIA to make board summaries shorter, more detailed, Arabic-first, or source-heavy, without waiting for a developer.
• Add a department need When operations, HR, sales, or finance needs a new process, the owner can describe it in plain language and DHIA adapts.

A physical symbol of ownership, scaled when the company grows.

The entry deployment makes the client’s intellectual property feel tangible: the AI brain is physically accessible and under their control. Even the smallest DHIA package is powerful enough to provide live agents for companies up to 100 employees. As the company grows beyond that size, DHIA moves to a more powerful device without changing the core ownership model.

• Start with a powerful private AI appliance DHIA runs on the NVIDIA DGX Spark: a purpose-built AI supercomputer the size of a hardcover book. 128 gigabytes of unified memory. Fits on a desk. Runs entirely on your premises with no cloud dependency. The hardware you see in the image is yours, not rented, not shared, not managed by anyone else.
• Serve live agents for up to 100 employees The smallest package gives a growing company enough private AI capacity to launch live agents across departments.
• Employees connect securely by browser Your team accesses DHIA through a secure browser experience while the AI brain stays inside your controlled environment.
• Scale hardware for larger company sizes When headcount and usage grow, DHIA moves into a stronger device or infrastructure footprint without changing the ownership model.

From business interview to first agents.

The first deployment should feel practical for an owner: understand the business, configure the first agents, index approved documents, and let employees access DHIA through the browser.

• Discovery interview Capture the client’s industry, divisions, compliance needs, languages, and first agent priorities.
• Agent configuration Set up the first division agents and user workspaces around the company’s actual workflows.
• Document indexing Load approved contracts, policies, reports, proposals, SOPs, and knowledge folders into the private search layer.
• Team access Employees start from browser or phone with no app installation, then expand agent coverage department by department.

The answers serious clients will ask for.

DHIA is not just an AI appliance. It needs an operating model for backups, updates, offboarding, logging, escalation, offline use, language quality, administration, analytics, and handover.

• Backup & disaster recovery Encrypted backups for model assets, conversation history, and credential vaults, with a client-defined recovery time objective and tested restore procedure.
• Model update strategy New models are staged, benchmarked, and approved with client IT before a controlled swap, with rollback available if quality or stability drops.
• User offboarding Client IT can revoke access immediately, disconnect approved accounts, and apply the client policy for archiving or deleting user history.
• Conversation logging Three policy modes: minimal logs, regulated audit logs, or full enterprise retention. Access is role-based and agreed before deployment.
• Human escalation When DHIA cannot answer safely, it can create a handoff to a manager, department owner, or existing ticketing workflow instead of guessing.
• Offline expectations Local AI, document search, file memory, and transcription continue offline. Web research, email/calendar sync, and external account refresh require internet.
• Language routing DHIA detects Arabic and English automatically, including mixed-language documents and conversations, and routes each task to the appropriate internal language model.
• Admin & handover Every deployment includes an admin panel, health view, usage reporting, user guide, admin guide, emergency contact path, and handover checklist.

DHIA is not for everyone

If your business has no sensitive documents, no compliance exposure, and no concern about where your data goes, a cloud AI subscription will serve you fine. DHIA is for owners who have decided that their knowledge is a competitive asset worth protecting. If that describes you, we should talk.

Real business problems DHIA can absorb.

The businesses that need DHIA most share one thing in common: sensitive documents, compliance exposure, and the need to grow output without growing headcount. These use cases are drawn from the highest-demand AI opportunities in the GCC and MENA market.

• Law firm Partners and associates search privileged matter files, engagement letters, precedents, court notes, and client history without pushing confidential legal material into public AI tools.
• Accounting firm Teams review tax files, audit notes, invoices, payroll records, and client financials through a private AI layer designed for sensitive finance workflows.
• Consulting firm Consultants reuse proposals, research, interview notes, frameworks, and client deliverables while keeping confidential strategy work separated by client and team.
• Healthcare group Administrators and operators search SOPs, supplier agreements, policies, insurance documents, and patient-adjacent workflows with stronger privacy controls than public AI.
• Trading & distribution Sales, logistics, and procurement teams compare supplier terms, draft quotes, check shipment exceptions, and answer customer questions from approved company knowledge.
• Family office Executives review investment memos, property files, legal documents, board notes, and private correspondence through an AI system that respects access boundaries.
• Arabic legal & compliance review Review Arabic contracts, flag Shariah compliance gaps, extract renewal dates, and automate government RFP responses without sending privileged documents outside the firm.
• Arabic customer service & voice Run private voice and chat agents that understand Arabic dialects, answer customer questions from approved knowledge, and keep call transcripts inside your environment.
• Finance & accounting automation Automate VAT reconciliation, Zakat calculations, multi-entity consolidation, and Arabic financial reporting while keeping ledgers and client files on premise.
• Government & compliance workflows Process regulatory submissions, audit requests, policy updates, and compliance documentation through an AI layer with full access control and audit trails.

Built for regulated firms.

• Law firms
• Accounting firms
• Healthcare providers
• Engineering consultancies
• Investment firms
• Government contractors
• Family offices
• Regulated mid-sized companies

Private AI questions serious owners ask.

Answers for companies comparing DHIA with public AI tools, private AI small business systems, HIPAA-aware AI workflows, and secure AI agents for sensitive data.

• Is DHIA a ChatGPT alternative for sensitive data? Yes. DHIA is designed for businesses that want AI capabilities without sending contracts, HR files, finance documents, client records, or internal strategy into public AI tools.
• Is DHIA private AI for small business? Yes. DHIA is built for small and mid-sized companies that need private AI agents, document intelligence, meeting memory, and workflow support without enterprise complexity.
• Can DHIA support HIPAA compliant AI workflows? DHIA can be configured for healthcare organizations that need stricter privacy, access control, audit visibility, and retention policies. Final HIPAA readiness depends on the client’s deployment, policies, and legal requirements.
• Where does company data go when employees use DHIA? DHIA is installed inside the client environment so business documents, conversations, and agent context stay under company control instead of becoming part of an outside AI platform.
• How many employees can the smallest DHIA package support? The smallest DHIA package is powerful enough to provide live AI agents for companies up to 100 employees. Larger company sizes require more powerful hardware.
• Does DHIA replace employees? DHIA is built to absorb repeatable knowledge work: searching, summarizing, drafting, checking, transcribing, routing, and answering internal questions. It helps teams produce more before the business adds more headcount.
• Can DHIA work in Arabic and English? Yes. DHIA supports Arabic and English workflows so regional teams can ask questions, read documents, draft responses, and operate in the language they actually use.
• Can the owner customize DHIA after launch? Yes. DHIA is done for you first, then controlled by you. Once it is live, the owner can tell the top live AI agent what workflow, rule, answer style, or department process needs to change.
• Is a UAE cloud region the same as sovereign AI? Not quite. A local cloud region gives you data residency: your files stay in-country, but on infrastructure owned and operated by someone else, under a vendor account and a contract that can change. DHIA runs on an appliance inside your own premises, so the data never leaves your network in the first place.
• How is DHIA different from an AI consultancy or systems integrator? A consultancy delivers a project and leaves, and the system goes stale within months. DHIA is delivered as an operating system for your business: hardware you own, agents designed around your real workflows, and an engineering team that knows your configuration when you need tuning or new agents.
• What is DHIA Voice Agent in a Box? It is an AI voice agent, a local LLM and a Voice Agent Config UI packaged together inside one NVIDIA DGX Spark that is installed in your office. It answers calls with AI you own instead of a cloud service.
• Where does call audio go when DHIA Voice Agent in a Box answers a call? The voice agent and its language model run on the DGX Spark on your premises, so caller audio, transcripts and the knowledge the agent uses can stay inside your environment. No outside model provider is needed.
• Can the DHIA voice agent speak Arabic and English? Yes. DHIA works natively in Arabic and English, and it is built to answer customer questions from your approved knowledge.
• Do I pay per minute or per token for the voice agent? No token rent. You own the hardware and the capacity, so busier call months do not create a bigger AI bill.
• Who changes what the voice agent says? Your team does. Every Voice Agent in a Box includes a Voice Agent Config UI for setting up and adjusting the agent.
• How do I try Voice Agent in a Box? Read the Voice Agent in a Box guide, or request a demo and we will set up a private working session around your call types. You can also email info@raqi.ai.

The questions owners actually ask.

No jargon, no hedging. These are the four things every serious buyer asks before a private AI deployment, answered plainly.

• Where does my data actually go? Nowhere. It runs on an appliance installed in your office, on your network. Your documents, prompts and answers stay on that hardware. Nothing is sent to an outside model provider and nothing is used for training. That is written into the deployment, not just the marketing.
• Am I locked in? No. You own the hardware and the deployment. There is no per-token bill and no vendor who can switch you off. If you stop working with us, the box and everything on it stays where it is.
• Will it understand how we actually work? That is the whole point of the discovery conversation. We map your real workflows, documents and language (Arabic and English) and design the agents around them. You get the agents your business needs, not a bundle you did not ask for.
• What happens when something needs attention? You reach the engineering team that built your deployment. Support, tuning and new agents are handled by people who know your configuration, not a ticket queue.

The cost of waiting is already on your books.

Every month your team uses a public AI tool with client data, you are accepting a risk you cannot fully see or audit. The breach, the compliance violation, or the lost client that results will cost more than the deployment you delayed.

Every month your team writes proposals by hand, searches for documents manually, and answers the same internal questions over and over, you are paying for work that should not require a person. Your team loses hours every week to tasks DHIA handles in seconds.

The businesses that will own their markets in the next five years are not the ones that used AI the most. They are the ones that owned it: privately, on their terms, under their control.