LIVECRITICAL
By product
Sovereign AI Workspace13 tools, one login · try free Sovereign AI ServersSealed on-prem appliance Sigmix Guard™PCIe scrubbing & audit firmware Sigmix ZeroSovereign Windows 11 endpoint StocksIQThe AI analyst for the Saudi market Sigmix GrowthPilotCross-platform CAC & budget AI Muraqaba AISeparate product · video AI Sigmix RedAI penetration testing · newBy industry
Banking & FinanceSAMA CSF · on-prem Public SectorNCA ECC-2 · sealed HealthcarePDPL · sealed desktops EducationLighter, adaptive tone EnterpriseCustomer-facing suite · CRM
Featured · our own hardware
Sigmix Guard™
Our PCIe card, running Sigmix-authored firmware — scrubbing & audit, in dedicated silicon.
Explore Sigmix Guard
Sovereignty & compliance
Security postureNCA ECC-2 · SAMA CSF · PDPL · ZATCA Zero-egress architectureDefault-deny · canary-monitored Sigmix Guard™Independent enforcement layerFor developers
API & DocsSovereign, compatible API System StatusAll systems operational Trust CenterAudit evidence & certs
// 0 bytes egress
Nothing leaves your site
Every request served on-box, sealed from the internet.
See your posture
Muraqaba AI
مُراقبة
Your cameras, understood.
The cameras you already own see everything and understand nothing. Muraqaba adds the understanding — it reasons about the scene, explains it in Arabic, and tells your team what actually matters. On your existing HIK and ONVIF estate.
Keep your cameras
Zero-egress on-prem option
Arabic-native, not translated
Watch it understand a scene · 1:14
Built for regulated Saudi operators
PDPL-aligned
SAMA CSF
NCA ECC-2:2024
Vision 2030
Vetted supply chain
No AGPL models in production
What no other CCTV system does
Not another motion-alarm box.
Not another motion-alarm box.
A system that understands.
HIK, Dahua and legacy analytics fire fixed rules you hand-draw — and bury you in false alarms. Muraqaba reasons about the scene, explains it in Arabic, and tells you what actually matters. These are the things fixed-rule systems structurally cannot do.
⚡ Signature capability
Instant Accident Notification
The moment a worker falls, is struck, collapses, or a vehicle collides — Muraqaba doesn't just see motion, it understands the accident, judges its severity, and pushes a described alert to every screen and phone in seconds. In a warehouse or on a giga-project, those seconds are a life. No rule to draw, no trigger to configure.
<1sdetected
secondsunderstood
instantlyalerted, in Arabic
Ask your cameras in Arabic
“Show me every time the loading door was left open this week.”
Natural-language search across weeks of footage — a question, not hours of scrubbing.
Understands, not just detects
“A worker fell and isn't getting up.” “The forklift driver looks asleep.”
Descriptions of what happened — not a box labelled motion.
Daily brief in plain Arabic
Every morning: “2 PPE violations at Gate 3, one after-hours entry at 23:00, queue exceeded 10 twice at the counter.” Written, not charted.
How it works
Two tiers of intelligence — cheap eyes, deep reasoning
The architecture is what makes it affordable and reliable: a fast detector watches every camera all the time; the expensive vision-language model wakes only when something warrants a closer look.
Tier 1
Always-on detection
A modern detector runs continuously on every camera — people, vehicles, objects, zones, lines, counts and tracking — many cameras per GPU, in real time.
Tier 2
Vision-language reasoning
When Tier 1 flags something, the VLM interprets the clip — confirms the event, judges severity, and writes a bilingual description. It never runs on every frame, so cost stays flat.
Result
Fewer, smarter alerts
Because it understands, it sends far fewer false alarms than motion-spam systems — severity-tiered, human-in-the-loop, with a clip and a plain-language reason attached.
Real events · caught in real time
This is what your cameras have been missing — until now
Fire, collisions, a worker down, unsafe behaviour on the floor. A motion box can't tell these apart from a passing truck. Muraqaba understands the scene, judges severity, and raises a described alert in Arabic and English — in under a second.
LIVECRITICAL
Machine fire detectedحريق ماكينة
98%DETECTEDCRITICAL
Electrical / motor fireحريق كهربائي / محرك
97%DETECTEDCRITICAL
Person down — not movingشخص ساقط — بلا حراك
96%DETECTEDHIGH
Bin fireحريق حاوية نفايات
94%DETECTEDHIGH
Fallen object / spillجسم ساقط / انسكاب
93%// Real footage analysed by Muraqaba. Every alert carries a clip, a plain-language reason and a severity — so your operators act on what matters, not on motion spam.
Ask your cameras · اسأل كاميراتك
Weeks of footage, answered in a sentence
Type or speak a question in Arabic or English and Muraqaba searches the meaning of what it saw — not just timestamps. “Every after-hours entry.” “The white van that parked and left within 90 seconds.” “When was the vault door opened?”
- Semantic, not keyword — it matches what happened, described in your own words.
- Arabic-native — the query, the answer and the reasoning, all in Arabic.
- Jump straight to the clip — every answer links to the exact moment.
Natural-language search · Arabic
See the platform
A command dashboard your operators trust — bilingual to the core.
Live wall, AI incident feed, severity analytics and timeline playback — the entire experience works natively in Arabic and English, full right-to-left. Descriptions and briefings are generated by an Arabic-first model, not machine-translated.
Insights & configuration · analytics, behaviour, governance gates
Incident feed
Full right-to-left Arabic
What it watches for
One brain, many jobs — switched on per site
Enable what each site needs from an industry profile, then fine-tune with a checkbox. All capabilities run in Arabic and English.
Safety & PPE
Missing hard-hat, hi-vis or harness at height — per zone, in real time.
Fall & person-down
Someone collapses, is struck, or lies motionless too long → instant alert.
Danger-zone & vehicles
People too close to cranes, forklift paths, edges — near-miss detection.
Fire & smoke
Early visual detection of flames and smoke plumes in open spaces.
Intrusion & tailgating
After-hours presence, perimeter breach, two people on one badge.
Abandoned object
Unattended bags and packages near entrances and lobbies.
Loss & shrinkage
Concealment, asset removal, suspicious handling — flagged for human review.
Operations analytics
Queue length, dwell, occupancy heatmaps, is-the-post-manned, footfall.
Responsible by design. Staff-productivity features are framed as safety and operations — never worker-punishment tooling; the customer sets policy. Anything consequential requires human review. Face recognition and watchlists ship disabled, behind an explicit admin gate with a full audit log of who enabled it and who is on the list.
Security & sovereignty
Built for banks, government and critical infrastructure
Footage is the most sensitive asset a site holds. Muraqaba is engineered so it stays under your control — designed to support your obligations under PDPL, SAMA CSF and NCA ECC-2.
PDPL-alignedSAMA CSFNCA ECC-2:2024Vision 2030
Honest by design: Muraqaba gives your security team the evidence and controls to meet their obligations. Regulators assess your organisation, not vendor products — we provide the mapping.
- Zero egress on-prem — the sealed appliance needs no internet to operate and offers no remote-access path by design.
- In-Kingdom only — the KSA Cloud runs in Saudi Oracle regions; customer media is never replicated across borders.
- Encryption throughout — TLS in transit, AES-256 at rest with per-tenant keys; camera credentials stored by reference, never in the clear.
- Tenant isolation — enforced in the database itself, so one customer can never reach another's footage.
- Tamper-evident audit log — every admin action, clip access and capability change recorded and exportable to your SIEM.
- PDPL-aligned lifecycle — retention limits, right-to-erasure via crypto-shredding, access control from day one.
Two ways to deploy · one intelligence
Choose where it runs — the software is identical
Elastic, multi-site
For distributed estates — branch networks, retail chains, multi-site operators. Cameras stay where they are; a small on-site connector links each site over an outbound-only encrypted channel — no port forwarding, no exposed recorders, ever.
- Start with one camera, grow to thousands — elastic capacity, new sites live in minutes, no hardware to buy.
- Remote by nature — web and mobile access with real-time bilingual alerts, wherever your team is.
- Always current — models and features improve continuously, managed by Sigmix.
- Shared or dedicated — dedicated in-Kingdom GPU capacity for regulated clients.
Best for: many locations, fast rollouts, OPEX preference, teams that need mobile monitoring.
Sovereignty-critical
For government, banking, critical infrastructure and industrial campuses. A sealed AI appliance on your network; every frame analysed inside your building, no internet required, and by design no remote-access path. Zero egress means zero egress.
- All intelligence local — detection, reasoning, bilingual alerts and insights, on your metal.
- Your existing cameras — consumes RTSP / ONVIF from the estate you already own.
- No remote-access path — optional maintenance runs only through a customer-controlled, audited tunnel you can revoke.
- Sized to your site — S through XL, grow between tiers by adding accelerators.
Best for: regulated sites, zero-egress requirements, footage that must never leave the building.
Choose your size
Appliance tiers, sized by camera count
Indicative sizing — final sizing is validated against your sites' activity. Grow between tiers by adding accelerators. (KSA Cloud scales elastically — no tier to choose.)
| Tier | Cameras | Form factor | Accelerators | Typical site | Reasoning |
|---|---|---|---|---|---|
| Tier S | up to 10 | Compact desktop | 1 | Branch, showroom, villa compound, small warehouse | Standard |
| Tier M | up to 25 | 2U | 1–2 | Large branch, factory hall, logistics depot | Standard |
| Tier L · POPULAR | up to 60 | 2U | 2–4 | Enterprise campus, mall, large plant | Enhanced |
| Tier XL | up to 150 | 4U | 4–8 | HQ campus, industrial complex, giga-project zone | Flagship |
// All tiers run every capability, in Arabic and English. Indicative at typical site activity; sites with very high event rates are validated during sizing — the reasoning tier is sized to alert traffic, not just camera count. Storage scales with your retention policy (days × cameras). The appliance is a single-node product; run two units for continuous availability. Beyond 150 cameras on one site, or for multi-site estates, Sigmix engineering designs a clustered or cloud/hybrid deployment.
Why it's different
Fixed-rule CCTV vs. Muraqaba AI
| Traditional analytics | Muraqaba AI | |
|---|---|---|
| What it does | Detects motion / objects | Understands the scene |
| Configuration | Hand-drawn rules per camera | Learns the site · minimal config |
| Search | Scrub the timeline | Ask in Arabic, get the moment |
| Alerts | Motion spam | Fewer, explained, severity-tiered |
| New camera brand | Often locked to one vendor | Your existing HIK / ONVIF cameras |
| Data & sovereignty | Varies / cloud-tethered | In-Kingdom · zero-egress option |
Muraqaba Mobile · على جوالك
The alert reaches your team — wherever they are
On KSA Cloud deployments, operators get the full incident feed and bilingual push alerts on mobile — acknowledge or escalate a critical event from anywhere in the Kingdom.
- Instant push alert — bilingual, with the clip attached.
- Acknowledge or escalate — from the notification, in one tap.
- Arabic incident feed — سجل الحوادث الذكي, full right-to-left.
Sealed on-premises sites exclude remote access by design — zero egress means zero egress. Mobile is a KSA Cloud capability.
Questions
Answers for your security, operations & procurement teams
Do we need to replace our cameras?
No. Muraqaba consumes your existing IP cameras and NVRs — Hikvision and all major brands — over standard RTSP and ONVIF. It adds a brain to the estate you already own; it does not replace it.
Does the on-prem appliance touch the internet?
No. The sealed appliance analyses every frame inside your building and, in its default mode, makes no outbound connections and offers no remote-access path. Optional Sigmix-managed maintenance runs only through a customer-controlled, audited outbound tunnel that you enable and can revoke at any time.
Where does the KSA Cloud store our footage?
Inside Saudi Arabia, in Oracle's in-Kingdom regions, with per-tenant isolation enforced at the database layer and per-tenant encryption keys. Customer media is never replicated across borders. Dedicated GPU capacity is available for regulated clients.
How accurate is it — and can we trust the AI's judgement?
Detection is highly reliable; scene understanding is strong and improving, and we are honest about its limits in-product. Anything consequential — theft, “suspicious person”, face-match — is flagged for human review, never auto-accused. The system informs your operators; people make the call.
Is it really Arabic, or translated?
Descriptions, briefings, search and chat are generated by an Arabic-first model, not machine-translated from English. The interface mirrors to full right-to-left Arabic in one tap.
What about face recognition and privacy?
Face recognition and watchlists ship disabled. Enabling them requires an explicit administrator action that is recorded in a tamper-evident audit log — who turned it on, when, and who is on the list. The whole platform is built to align with PDPL from day one.
Book a demo
See Muraqaba AI on your own footage
Bring us a few clips from your site — we'll show you the incidents it finds, in Arabic and English, and walk your team through on-prem and KSA-Cloud deployment.
Muraqaba AI is a separate product with its own deployment options and pricing. It is not part of the Sigmix Workspace subscription — see the workspace for the 13-tool suite.