INDUSTRIES
PUBLIC SECTOR

Enterprise AI for public institutions

Sovereign, Arabic-native AI for public finance, fraud, procurement, regulation and institutional knowledge.

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Enterprise AI platform for the work government cannot get wrong. Deployed inside your own environment, in your own language, and already proven in the region’s top government entities. Start with a priority challenge, then expand across the institution on the same platform.
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Sector Landscape

The Public Sector Landscape

Central Government & Public Finance
Tax, Customs & Revenue
Welfare, Subsidies & Social Development
Regulators & Oversight Bodies
Public Transport & Infrastructure
Justice & Judiciary
Health & Human Services

Cash Flow & Commitment Synchronization

What you are dealing with
Vendor payment schedules run across years. Your appropriation runs annually, and the mismatch shows up as a cash position rather than a budget line.
What MOZN does
Plans the budget and tests contract payment schedules against projected cash flow, then monitors alignment through the year and alerts on divergence.

Budget & Revenue Forecasting

What you are dealing with
You build a budget on the best information you have, then revenues move and re-planning takes weeks.
What MOZN does
Forecasts from historical and current signals, and models the impact the moment a funding assumption changes.

Continuous Financial Anomaly Detection & Audit Automation

What you are dealing with
You find irregularities at review or sign-off, months after the money moved.
What MOZN does
Monitors financial activity continuously across the full population, not a sample, and flags irregularities before sign-off.

Economic & Fiscal Signal Monitoring

What you are dealing with
Your analysts track indicators, reports and developments across a dozen fragmented sources by hand.
What MOZN does
Continuously identifies the economic and fiscal signals that actually need attention, across internal and external sources.

Hidden Relationship & Network Fraud Detection

What you are dealing with
Each filing looks fine on its own. The evasion lives in the relationships between them.
What MOZN does
Connects entities, transactions and relationships to uncover coordinated evasion, hidden networks and undervaluation rings.

Agentic Investigation Workbench

What you are dealing with
Your investigators spend most of their time gathering context before they can start investigating.
What MOZN does
Assembles the evidence, ranks the cases, and gives investigators one environment to work them through.

Enterprise Knowledge & Memory Assistant

What you are dealing with
Your evidence is Arabic-heavy. Declarations, appeals, rulings, correspondence.
What MOZN does
One Arabic-first interface across your filings and case history, with a citation behind every answer.

Hidden Relationship & Network Fraud Detection

What you are dealing with
Ineligible claims and collusive employer arrangements do not look suspicious one claim at a time.
What MOZN does
Connects beneficiaries, employers, accounts and activity to uncover coordinated misuse and the networks behind it.

Decision Recommendations & Next Best Action

What you are dealing with
Caseworkers decide entitlement from fragmented records spread across multiple systems.
What MOZN does
Brings the beneficiary’s full context into one place and recommends the next action, with the reasoning shown.

Agentic Workflow Automation

What you are dealing with
Appeals and beneficiary queries are knowledge-intensive and move manually between systems.
What MOZN does
Agents run the case end to end, with your people at the decision points.

Regulatory Change Monitoring

What you are dealing with
You do not lack regulations. You struggle with the volume of change and what it means for whom.
What MOZN does
Identifies the relevant changes, obligations, dependencies and intersections, and works out the implications, tied back to source.

Compliance Gap & Remediation Automation

What you are dealing with
Gaps only become visible during audit, and remediation is scattered across teams and inboxes.
What MOZN does
Maps obligations against your policies and controls, finds the gaps, then generates, assigns and tracks the fix through closure.

Proactive Signal & Anomaly Intelligence

What you are dealing with
You supervise hundreds of entities on the same thematic review cycle for all of them.
What MOZN does
Monitors your supervised population continuously to surface material signals, anomalies and emerging conduct patterns.

Supply Network & Distribution Optimization

What you are dealing with
You plan demand, supply, capacity and distribution in separate processes and separate meetings.
What MOZN does
Optimizes how goods and resources move through the network to improve cost, availability and resilience as conditions change.

Cash Flow & Commitment Synchronization

What you are dealing with
Capital programs commit you to milestone payments for years, and the budget is set one year at a time.
What MOZN does
Aligns capital program payment schedules with the planned budget and cash position, then tracks drift and alerts before it constrains delivery.

Spend Analytics & Price Anomaly Detection

What you are dealing with
Pricing validation across a large capital program is still manual, so abnormal pricing is hard to see.
What MOZN does
Identifies unusual pricing, collusive patterns and spending anomalies across the whole spend base.

Proactive Signal & Anomaly Intelligence

What you are dealing with
Your dashboards tell you what happened. Someone still has to notice what matters.
What MOZN does
Monitors operational information continuously to surface material signals, anomalies and emerging trends.

Enterprise Knowledge & Memory Assistant

What you are dealing with
Your institutional legal knowledge sits across judgments, filings, circulars and people’s heads.
What MOZN does
One Arabic-first interface to interrogate the institution’s legal knowledge, with citations behind every answer.

Agentic Workflow Automation

What you are dealing with
Case preparation moves manually between registries, systems and documents.
What MOZN does
Agents run the case workflow end to end, with your people at every decision point.

Proactive Signal & Anomaly Intelligence

What you are dealing with
You see the backlog after it forms, not while it is forming.
What MOZN does
Surfaces material signals and emerging trends across the case pipeline early.

Hidden Relationship & Network Fraud Detection

What you are dealing with
A single claim looks clinically reasonable. The pattern across the provider network does not.
What MOZN does
Connects providers, claims, beneficiaries and activity to uncover coordinated abuse and hidden networks.

Agentic Investigation Workbench

What you are dealing with
Case volumes are high, and every investigation depends on the individual investigator’s experience.
What MOZN does
Ranks the cases, assembles the evidence, and gives your team one place to resolve them.

Proactive Signal & Anomaly Intelligence

What you are dealing with
You see cost and utilization deterioration in the quarterly review.
What MOZN does
Monitors utilization and cost signals continuously to surface material changes early.

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SOLUTIONS FOR PUBLIC SECTOR

AI for government.

The platform powers every solution below. Built once, applied everywhere. Select a solution to see what it does, where it applies, and the proof.

Fraud & Investigation Intelligence
Finance & Budget Intelligence
Enterprise Knowledge & Automation
Predictive & Decision Intelligence
Procurement & Supply Chain Intelligence
Regulatory & Governance Intelligence

Fraud & Investigation Intelligence

Protect public money before it leaves, not after.
DETECT. UNCOVER. INVESTIGATE.
  • Subsidy and benefit abuse, tax and customs evasion, procurement collusion and provider fraud almost never look suspicious one record at a time.
  • MOZN connects entities, transactions and relationships to uncover coordinated schemes and the networks behind them, then hands investigators the assembled evidence and a ranked queue.
  • Investigation outcomes feed back into detection, so new patterns get caught without waiting for a new rule.
[ Use cases ]
Hidden Relationship & Network Fraud Detection
Agentic Investigation Workbench
Fraud Threat Analysis

Finance & Budget Intelligence

When the payment schedule and the budget drift apart, cash flow pays for it.
Plan. Monitor. Anticipate.
  • Vendor payments run in installments across years. Budgets run in months. When the two fall out of sync, the cash flow problem arrives long before anyone sees it in the accounts.
  • MOZN plans the budget and tests every vendor contract against the cash flow it actually commits you to, then monitors that alignment through the year and flags divergence early enough to fix it, instead of at the close.
  • You also build a budget on the best information available, and then revenues move, funding changes and priorities shift. MOZN forecasts from current signals rather than last year’s assumptions, and models the impact the same day an assumption changes.
  • Financial monitoring runs continuously across the full population, so irregularities surface before sign-off instead of at review.
  • Built for public finance workflows, not adapted from a corporate planning tool.
[ Use cases ]
Cash Flow & Commitment Synchronization
Budget & Revenue Forecasting
Continuous financial anomaly detection and automation.
Economic & Fiscal Signal Monitoring

Enterprise Knowledge & Automation

Decades of Arabic records, turned into an answer engine.
Connect. Understand. Execute.
  • Your institution already knows an enormous amount. It sits across archives, correspondence, systems and people.
  • MOZN’s platform maps your own concepts, relationships and history, so the AI understands how your institution actually works rather than just retrieving documents. The same layer then serves every use case that follows.
  • Native Arabic, with a citation behind every answer. Then agents use that context to execute the work, with your people at the decision points.
[ Use cases ]
Enterprise Knowledge & Memory Assistant
Agentic Workflow Automation

Predictive & Decision Intelligence

You do not have a dashboard shortage. You have an attention shortage.
Detect. Anticipate. Decide.
  • Dashboards tell you what happened. Someone still has to notice what matters, work out why, and decide what to do.
  • MOZN surfaces what deserves attention without you needing to know the question first, models what happens next, and recommends the action with its reasoning shown.
  • Signal, scenario and recommendation in one loop rather than three tools and two teams.
[ Use cases ]
Proactive Signal & Anomaly Intelligence
Scenario & Impact Intelligence
Decision Recommendations & Next Best Action

Procurement & Supply Chain Intelligence

See the pricing and the relationships you cannot see from inside the process.
Analyze. Manage. Optimize.
  • Pricing validation is still manual across most public spend, and supplier decisions over-index on price because the full performance and risk picture sits across systems.
  • MOZN identifies unusual pricing, collusive patterns and spending anomalies, brings supplier history, delivery and risk into one view, and optimizes how resources move across the network.
[ Use cases ]
Spend Analytics & Price Anomaly Detection
Supplier Risk & Performance Management
Supply Network & Distribution Optimization

Regulatory & Governance Intelligence

Know what changed, what it means for you, and what to do about it.
Monitor. Assess. Remediate.
  • Regulatory teams do not lack regulations. They struggle with the volume of change and working out which parts matter to whom.
  • MOZN identifies the relevant changes and their implications against your own policies and controls, with everything traceable to source, then generates, assigns and tracks the remediation through to closure.
[ Use cases ]
Regulatory Change Monitoring
Compliance Gap & Remediation Automation
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TRACK RECORD

Proven inside the region’s public sector institutions.

National Subsidy Program

A government body managing a $2.1 billion subsidy fund flagged more than 100,000 suspicious activities, including fictitious employment patterns specific to the Saudi workforce ecosystem.

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Government Financial Department

An AI Center built from scratch, with five production use cases shipped in 13 months. Governance and lifecycle included.

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National Development Lender

One of the region’s largest development lenders scored a $31 billion portfolio to standardize credit decisioning at national scale.

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Tier-1 Financial Institution

A 38 percent reduction in fraud losses on money mule detection, delivered with an embedded MOZN team.

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What the analysts say
Category Leader, 2026 RiskTech Quadrant for Enterprise Fraud Solutions. The only Middle Eastern company named a leader. Ranked 16 worldwide in the FCC50 2026, the largest jump in the ranking.
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Notable Vendor, Financial Crime Management Solutions Landscape Q1 2026.
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IDC Innovator, Middle East Regulatory Technology Providers 2026.
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Certified and audited

PDPL accreditation from SDAIA
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NCA ECC-2:2024, audited by EY
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NCA CCC-2:2024, audited by EY
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GDPR
4
ISO/IEC 27001
5

All certificates, audit reports, the ISMS scope, network diagram, penetration test report and vulnerability assessment reports are available from here MOZN Trust Center ››

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HOW WE ENSURE ROI

Forward Deployed Engineering

We deploy AI experts inside your team to ensure AI delivers sustainable positive ROI for your organization.

MOZN

MOZN AI Platform

An enterprise intelligence platform that connects data and knowledge, understands organizational context, reasons across it, and enables AI to act.

MOZN FDE pod

120+ FDE experts:
AI engineers, data scientists, strategists and change managers, embedded with you.
YOUR ORGANISATION

Your domain experts

Deep internal know-how of the needs, constraints, nuances and workflows that no vendor can guess from the outside.

Successful AI Transformation

Governed, sovereign, owned by you, and giving positive ROI.
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FAQs

Questions you are probably about to ask

Is MOZN a technology company or a consultancy?

  • A technology company. We build and license an Al platform.
  • Our forward deployed engineers get that platform into production inside your teams. That is a delivery model for a product, not an advisoryservice.
  • What you end up owning is running software.

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Can our data stay inside our national borders?

  • Yes. On-premise, private cloud, or fully air-gapped.
  • Nothing has to leave your environment.

Does it actually understand Arabic, or is it translating?

  • The platform is Arabic-first. No translation layer.
  • Benchmarking has demonstrated how our platform beats others when it comes to efficacy in handling Arabic data.
  • That matters most where your evidence is Arabic-heavy: filings, case files, rulings, correspondence.
  • It is also genuinely hard. Despite 500 million Arabic speakers, only seven benchmarks address Arabic dialects at all, and about a quarter of Arabic benchmarks are not publicly available. (Technology Innovation Institute, 2025)

How do we know an answer is right?

  • Every answer traces back to its source. The regulation, the record, the document it came from.
  • That is the difference between a score your team has to trust and a recommendation they can check in ten seconds.
  • It matters more than it sounds. Over half of financial institutions in this region name transparency and explainability as their main obstacle to using AI at all. (Deloitte Middle East, 2026)

What certifications do you hold?

  • ISO/IEC 27001. NCA ECC-2:2024 and NCA CCC-2:2024, both audited by EY. PDPL accreditation from SDAIA. GDPR.
  • Audit reports, the ISMS scope, network diagram, penetration test report and vulnerability assessment report are all in the MOZN Trust Center. You can read them before you talk to us.
GET STARTED

Start with your hardest problem. Then expand everywhere.

Our engineers will sit with your team, work on your data, and show you what the platform does inside your own environment.

Get in Touch