Field notes / Bithart insights
Better questions.
Better systems.
Considered perspectives on building and operating AI. Written for the people who have to decide what happens next.
Where UAE SMEs can remove repetitive work with AI
The first useful AI project is often a small piece of work your team already understands. The challenge is choosing a task whose value remains visible after review, correction and maintenance are included.
Read the field note ↗Development / Project planning · 2 min readWhat custom AI development costs in Dubai—and what changes the scope
A responsible estimate begins with the system around the model. Two projects described as an “AI assistant” can have very different integration, access and operating requirements.
Read the field note ↗Agents / Operations · 2 min readAI agents for sales and customer service: what reliable deployment requires
An agent that writes a plausible reply is a demonstration. An agent connected to customer work needs a defined remit, current information and a clear boundary between proposing an action and carrying it out.
Read the field note ↗Infrastructure / Control · 2 min readPrivate versus public AI for UAE businesses
“Private AI” can describe several different architectures. The useful question is which information crosses which boundary, under whose terms, and with what operational responsibility.
Read the field note ↗Enterprise / Delivery · 2 min readHow enterprises move AI from pilot to production
A pilot asks whether an idea can work. Production asks whether a defined organisation can rely on it, maintain it and respond when it fails. Moving between the two requires evidence about more than model quality.
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