Sovereign enterprise RAG solution in Saudi Arabia — Liza by LEAP RD&O
Liza · knowledge, drawn from the depths

Sovereign Enterprise RAG Solution

A RAG platform that answers your people's questions from your own documents in Arabic and English with a direct source — inside the Kingdom, under your control.

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Runs on-prem or on a sovereign cloud Your data never goes to an external cloud Designed for PDPL, NCA & SDAIA Arabic-first, fully bilingual
The problem

Your knowledge exists — it just isn't reachable

Your organisation has built up years of knowledge across thousands of documents. But it's locked in scattered folders, hard to search, and it walks out the door with every employee who leaves. The result: wasted hours, decisions made on partial information, and an institutional memory that quietly erodes.

Slow search that misses things

Thousands of documents split across network drives, SharePoint and email — keyword search misses anything not phrased exactly right.

Arabic breaks traditional systems

Legacy tools demand an exact word match; they never connect إجازة, عطلة and استئذان. Liza understands meaning, not characters.

A bilingual reality vendors ignore

Arabic questions over English documents, and the reverse — an everyday case in KSA, handled natively here instead of ignored.

Institutional memory has legs

What your people know in their heads leaves with them. Liza captures that knowledge and makes it available to everyone.

How it works

Three steps, from question to cited answer

1

Ask

An employee types a question in plain Arabic or English — like asking an expert colleague.

2

Retrieve

The platform searches your internal documents semantically — understanding intent, not just words — and retrieves only what that employee is permitted to see.

3

Answer

It composes a clear answer grounded in your real documents, with a direct link to the source. If it isn't there, it says so — no guessing.

Differentiators

Five things that separate Liza from any generic tool

01

Permission-aware retrieval

The system only retrieves documents the asker is actually allowed to read. An employee asking about salaries never reaches HR files. Cheap tools fail here — and for any serious enterprise it's the #1 dealbreaker, and the core of our moat.

02

Clickable source citations

Every answer links to the exact page, line, cell or slide it came from. Answers grounded in your documents — not the model's guesswork.

03

Sovereignty & compliance

On-prem or Saudi sovereign cloud. Designed for PDPL, NCA and SDAIA controls — and SAMA for finance customers. AES-256 at rest with per-organisation keys, full audit logs and PII redaction.

04

Arabic-first, bilingual quality

Native Arabic and English UI (RTL), semantic Arabic understanding, mixed-language queries, and models selected and tuned for Arabic content.

05

KSA-expert AI advisors

Built-in advisor skills (Finance, GM, HR, Marketing, Projects, Sales, Strategy) grounded in 2026 Saudi regulations: GOSI, Nitaqat, ZATCA/Fatoora e-invoicing, Vision 2030 and Etimad procurement.

Sovereignty & compliance

Built so your data stays in the Kingdom — and under your control

Liza is not a cloud service that ships your documents abroad. The platform runs air-gapped inside your own data centre, or on a Saudi sovereign cloud, using open-source models (Llama, Mistral, BGE-M3). Your data never leaves your span of control.

Air-gapped / on-prem

No external cloud calls — a fully closed environment inside your organisation.

AES-256 at rest

Per-organisation keys, so data is never mixed between entities.

Full audit logs

Who asked what, what was retrieved, and when — a complete governance trail.

PII detection & redaction

National IDs, salaries and contract terms are detected and redacted automatically.

Permission-bound retrieval

Inherits your existing access rights, so no one ever sees what they shouldn't.

Designed for Saudi frameworks

PDPL, SDAIA and NCA, plus SAMA controls for finance customers.

Who it's for

Concrete value for every decision-maker

C-Suite

A number you can take to the board

Adoption %, time and SAR saved, and a governance posture you can prove. Stronger governance, less risk, faster decisions.

HR

Your easiest champion

A bot that answers the policy questions you field every day — onboarding, Saudi Labor Law, GOSI, Nitaqat — freeing your team for higher-value work.

Department managers

A knowledge base you own

A department-scoped base (Finance, Legal, Sales, Ops, IT) with team analytics, contract review and RFP support.

Every employee

Faster than asking a colleague

A cited answer in seconds — faster than digging through SharePoint or waiting on a colleague's reply.

Proof

A Riyadh real-estate developer deployed Liza across 4,000+ internal documents and 120 team members — and time to find information dropped from hours to under 30 seconds.

250+
AI specialists trained by LEAP
40+
Custom language models built
100%
Inside the Kingdom — Saudi build & operation
Sectors

Built for the sectors of the Saudi economy

Every sector has its own documents, regulations and language — Liza adapts to your archive and your compliance needs, not the other way round.

Finance & Banking

Real Estate & Development

Healthcare

Hospitality & Tourism

Manufacturing

Retail & E-commerce

The vision

Start small, expand with confidence

Start with an HR policy bot, expand to department knowledge bases, grow to a company-wide rollout, and reach an executive analytics dashboard. Each step proves its value before the next.

Phase 1
HR policy bot
Phase 2
Department knowledge bases
Phase 3
Company-wide rollout
Phase 4
Executive analytics dashboard
On the horizon
Auto-connectors for SharePoint, Drive, email & ERP Meeting transcription & search Document versioning Embedded in Teams & a browser extension

Every document, every format, every language your organisation owns — becomes instantly and safely answerable.

FAQ

RAG solution — frequently asked questions

A RAG (Retrieval-Augmented Generation) solution combines searching your organisation's documents with AI-generated answers, producing an accurate answer grounded in your sources with a direct link to the source instead of guessing.

Keyword search needs exact word matches and general chatbots can hallucinate. A RAG solution understands meaning, answers from your own documents with source citations, and says "not found in your documents" when the answer isn't there.

Yes. Liza runs air-gapped inside your own infrastructure or on a Saudi sovereign cloud using open-source models; your data never leaves the Kingdom.

Liza is designed for Saudi PDPL, NCA and SDAIA controls, plus SAMA controls for finance customers.

Yes. Liza is Arabic-first and bilingual, understands Arabic semantically, and supports mixed-language queries — an Arabic question over an English document and vice versa.

Put your institution's knowledge to work

In a single consultation, we'll identify the first department to start with and show Liza working on a sample of your own documents — inside the Kingdom, fully under your control.

No commitment · Your data stays in your infrastructure · A session with Saudi experts