We build production agents, not demos. Each category is a capability we have shipped, measured, and now operate at scale.
Bilingual Arabic and English agents that handle intake, qualification, and structured output across chat and voice. Our own sales agent runs on this capability today, taking a conversation from first contact to a branded, structured document with no human in the loop.
Agents that read, classify, extract, and validate information from unstructured documents and forms, then act on it. This turns paperwork-heavy processes, from claims files to permit applications to clinical records, into structured, auditable workflows.
Agents that apply your rules and your data to score risk, set prices, forecast demand, and recommend the next action, with a clear human checkpoint where judgment is required. This is where agentic AI moves from saving time to improving the quality of the decision itself.
We rebuilt the official geographic addressing system for Dubai from the ground up. Web, mobile, indoor navigation, and full API integration. The system that 365,000 people now use to find any building entrance in five emirates — to within one square metre.
An enterprise insurance quoting engine combining intelligent document processing with deterministic rule engines. 32 database tables, 17 route modules, five user roles. Scope tripled post-launch with zero headcount added.
A national platform showcasing Saudi Arabia's marine biodiversity. Dive computer integration, conservation education, and a booking platform for diving experiences. One-engineer delivery using MAD methodology — the output of an eight-person conventional team.
A unified digital art exhibition platform showcasing more than 1,000 student artworks at Manarat Al Saadiyat and Louvre Abu Dhabi. 198 schools. 1,500+ students. A national cultural moment, supported by infrastructure that had to work flawlessly on opening day.
Each capability is backed by live deployments. Not research. Not roadmap. Systems running today, under real operational conditions.
Ministries. Regulators. Enterprises. Public infrastructure. The work is quiet. That is the point.
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 →C, Linux, OS tooling, packet sniffers, custom hardware, Symbian SDK (pre-company)
Company established. National platforms, government-scale products, mobile, enterprise
COVID vaccine platform for Senegal & Somalia, healthcare, logistics
AI decision engines, digital twins, Makani rebuild, FinTech AI, road safety intelligence
We work across every sector. What brings clients to us is never the industry. It is the problem.