By industry

Same platform. Different obligations.

The AI is not what changes between a bank and a ministry — the regulator is. Below is how the same Sigmix stack gets deployed against five different sets of rules, and which posture each sector usually lands on.

Banking & Finance

AI your risk committee can sign off.

Banks were the first buyers to ask us the hard question — not "what can it do" but "where does the prompt go". Customer data, credit files and board papers are precisely the material a shared cloud model cannot be allowed to see.

  • Zero-egress on-prem — the appliance has no outbound path, so the answer to "where does it go" is "nowhere".
  • Guard scrubs before the model sees it — National ID, Iqama, IBAN and card patterns redacted on the request path.
  • Tamper-evident audit anchors — chained, TPM-signed, replicated to your SIEM for the evidence pack.
  • Arabic-native output — for correspondence and reporting that goes to Saudi regulators and customers.
SAMA CSFPDPLNCA ECC-2:2024
See the appliance
A Saudi bank trading floor at night Sealed · zero egress
Usual postureOn-prem appliance in the bank's own data centre, with the workspace on sealed desks for the most sensitive teams.

Credit & risk memos

Drafting and summarising against internal files that never leave the building.

Bilingual correspondence

Customer and regulator letters in Arabic-first output, not translation.

Policy & procedure Q&A

Company knowledge chatbot over your own manuals and circulars.

Market intelligence

StockIQ for Tadawul research on the investment side.

Public Sector

Sovereign in the literal sense.

For ministries and government-adjacent bodies, "the data stays in the Kingdom" is not a preference to be traded against features. A sealed deployment is the normal starting position, and the platform was designed for that case first.

  • Sealed by default — no internet required to operate, and no remote-access path by design.
  • Sigmix-authored firmware — our own enforcement layer, on a vetted supply chain.
  • Verifiable weights — SHA-256 checksums, so you can prove exactly what model is running.
  • Vision 2030 alignment — built in the Kingdom by a MISA-licensed Saudi entity.
NCA ECC-2:2024PDPLVision 2030
How Guard works
A Saudi government operations centre Sealed · in-Kingdom
Usual postureSealed on-prem appliance, frequently alongside Sigmix Zero units for classified desks.

Document drafting

Circulars, memos and reports in Arabic, entirely offline.

Archive Q&A

Ask questions across decades of internal documents held on-site.

Citizen-facing content

Bilingual public communications drafted internally.

Site & safety monitoring

Muraqaba AI over existing camera estates.

Healthcare

Patient data that never leaves the building.

Clinical notes are the most sensitive free text an organisation holds, and they are exactly the material staff most want an assistant for. Sealed desktops resolve that tension instead of managing it with policy.

  • Sealed desktops — Sigmix Zero runs the models on the machine, so notes never traverse a network.
  • PII scrubbing on the request path — identifiers redacted before anything reaches a knowledge base.
  • Human in the loop — the system drafts and summarises; clinical judgement stays with the clinician.
  • Bilingual by default — Arabic and English for a mixed clinical and administrative workforce.
PDPLNCA ECC-2:2024
Healthcare in depth →
A nurse updating patient records on a sealed device On-device · nothing transmitted
Usual postureSigmix Zero on clinical and administrative desks, with an on-prem appliance where a department needs shared capacity.

Documentation support

Drafting and tidying notes and letters on-device.

Policy & protocol lookup

Ask across internal clinical guidance in either language.

Administrative load

Rosters, correspondence and reporting for non-clinical teams.

Facility safety

Fall and incident detection over existing cameras where deployed.

Education

Adaptive where it should be, bounded where it must be.

Universities and schools want the capability without handing student records to a foreign platform — and they need output pitched for learners rather than for a risk committee. The tone adapts; the residency does not.

  • Lighter, adaptive tone — output tuned for teaching and learning rather than institutional prose.
  • Student data stays in-Kingdom — on the KSA Cloud or your own hardware, never a foreign region.
  • Arabic-first — genuinely bilingual material for a bilingual curriculum.
  • Administrator controls — capability gates set centrally, with an audit log of who changed what.
PDPLIn-Kingdom residency
Education in depth →
Students working together with the Sigmix Student Productivity Suite In-Kingdom · centrally governed
Usual postureKSA Cloud for scale across faculties, with an on-prem appliance where research data demands it.

Teaching material

Lesson content and assessments drafted bilingually.

Research support

Summarising and querying literature and internal archives.

Administration

Admissions correspondence, reporting and internal comms.

Campus operations

Safety and occupancy analytics over existing cameras.

Enterprise

The customer-facing half of the suite.

Large private-sector operators tend to arrive for the commercial tools rather than the sovereignty — CRM, proposals, campaigns, chatbots — and then find that keeping customer data in-Kingdom is the reason procurement approves it.

  • Customer-facing suite — CRM, proposals, email marketing, web and WhatsApp chatbots, surveys.
  • Content at volume — proposals, brochures, presentations, image, video and social, in both languages.
  • Fits your rollout — Intune, SCCM or GPO, with no new management agent.
  • Scales with you — start on the KSA Cloud, move to your own rack when the volume justifies it.
PDPLZATCA invoicingIn-Kingdom residency
See pricing
A Saudi corporate office working late One login · one bill
Usual postureKSA Cloud for most teams, with sealed desks or an appliance for legal, HR and board functions.

Sales & proposals

Branded commercial proposals in minutes rather than days.

Marketing at volume

Campaigns, social, email and creative from one workspace.

Customer service

Web and WhatsApp chatbots with a unified inbox.

Internal knowledge

RAG over your own policies, contracts and documentation.

Next step

Bring your obligations, not just your use case.

The briefing that goes well is the one where your compliance lead is in the room. Tell us which framework you answer to and what your data is not allowed to do, and the posture follows from that.

Book a technical briefing Try Workspace free Compare postures
On compliance, plainly: regulators assess your organisation, not vendor products. Sigmix is designed to support your obligations and to give your team the evidence and controls to meet them — we provide the mapping, you hold the accreditation.