Systems in production.
Not prototypes.
Nine capabilities.
All in production.
Each capability is backed by live deployments. Not research. Not roadmap. Systems running today, under real operational conditions.
- Agents that reason, retrieve, and act on real enterprise data
- Document intelligence, procurement automation, compliance monitoring
- Built for regulated environments where every decision must be traceable
- Domain-specific models fine-tuned for your data and your context
- Deployed on-premise and air-gapped for data sovereignty requirements
- Your model, your infrastructure, your control — no public API dependency
- Real-time visual intelligence for traffic, safety, and infrastructure monitoring
- Edge deployment on existing camera networks — no new hardware required
- Multimodal insights from live video at city scale
- Physical AI simulation of infrastructure, utilities, and transport systems
- Built on real operational data — not synthetic models
- Live synchronisation between physical assets and digital representation
- Deterministic, auditable AI embedded into regulated workflows
- Rule engines where rules are right. Models where models are right.
- Every decision traceable, explainable, and defensible to regulators
- End-to-end ML pipelines from raw data to deployed model
- Real-time analytics infrastructure built to scale with your operation
- Model monitoring, retraining, and governance built in from day one
- Multilingual AI assistants trained on your domain knowledge
- Document understanding, classification, and extraction at enterprise scale
- Arabic and English language support for GCC government deployments
- End-to-end platform design, development, and integration for government and enterprise
- Mobile apps, cloud infrastructure, IoT engineering, UAE PASS integration
- Performance engineering for high-transaction systems (50M+ processed)
- Long-term ownership of live systems — compliant, current, and resilient over years
- Annual maintenance contracts, SLA management at 99.9% uptime
- Security hardening, regulatory compliance, and institutional continuity
365,000 people navigate Dubai on a platform we rebuilt from the ground up.
That's Makani, Dubai's official precision addressing system, rebuilt in 2024 with indoor navigation and full API integration across web and mobile. Every building entrance across five emirates. One square metre accuracy. Used by emergency services, logistics operators, and millions of daily residents.
Read the full story →Makani: Precision addressing for an entire emirate
We rebuilt the official geographic addressing platform for Dubai from the ground up: web, mobile, indoor navigation, and API integration. The system that 365,000 people now use to find any building entrance in five emirates to within one square metre.
Dubai daily
by the platform
at building entrance
For over a decade, governments and enterprises across the region have trusted us with systems that cannot fail.
Ministries. Regulators. Enterprises. Public infrastructure. The work is quiet. That is the point.
Founded 2013. Built on 20+ years of engineering depth.
Our founder started building from the machine up in 2005 — packet sniffers in raw C, custom mapping frameworks from scratch. That foundation shapes everything Hash Include delivers today: national vaccine platforms, AI in healthcare and road safety.
When you understand the machine beneath the model, you build differently. That's what first-principles engineering produces.
Our full story →Founder's Machine Layer
C, Linux, OS tooling, packet sniffers, custom hardware, Symbian SDK (pre-company)
Hash Include Founded
Company established. National platforms, government-scale products, mobile, enterprise
National Infrastructure
COVID vaccine platform for Senegal & Somalia, healthcare, logistics
Intelligence Layer
AI decision engines, digital twins, Makani rebuild, FinTech AI, road safety intelligence
If the system has to work,
we should talk.
We work across every sector. What brings clients to us is never the industry. It is the problem.