AI product engineering: generative AI products built for production

We design and build generative AI and machine learning products end to end, from the first prototype to a secure, monitored system your customers or staff use every day. For enterprises in the UAE and GCC that need a new AI capability, and for startups and scale-ups that need senior engineering capacity fast.

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What we build

  • GenAI features inside your product: search and answers over your content, document understanding, drafting and summarising, in English and Arabic.
  • New AI products and MVPs: from a validated idea to a first release with real users.
  • Data platforms: the pipelines, storage and access controls that AI features depend on.
  • Integrations: connecting models and agents to CRMs, ERPs, core systems and third-party APIs.
  • Cloud and security engineering: deployment, monitoring, cost control and security reviews.

How a build runs

  1. Frame the product. Who uses it, what job it does, how success is measured, and what data it needs.
  2. Prototype on real data. A narrow version tested on your content to prove quality before scaling.
  3. Build for production. Architecture, security, evaluation tests for model outputs, monitoring and cost limits.
  4. Release and improve. Launch to a first group of users, measure, and iterate on what they actually do.

What makes AI products hold up in production

  • Evaluation, not impressions. A test set of real cases that every change must pass, so quality is measured rather than guessed.
  • Clear limits. The product knows when not to answer and when to hand over to a person.
  • Cost and latency budgets set from day one, with the right model for each task.
  • Data residency and privacy designed in, in line with the UAE PDPL and your sector rules.

Engagement options

  • Fixed-scope build for a defined MVP or feature.
  • Dedicated product team that works as an extension of yours, through our AI-ready teams service.
  • Strategy first, if the use case is not yet clear: start with AI consulting.

Still choosing what to build first? Download our free scorecard: three gate questions, a 7-point scoring sheet and a go-live checklist. Get the AI use case scorecard

Frequently asked questions

Do you work with startups?

Yes. We work with startups and scale-ups that need senior engineers and product sense without a long hiring cycle.

Which models and clouds do you use?

We are not tied to one provider. We choose frontier or open-weight models and the hosting that fits your quality, cost and data residency needs.

Who owns the code and the model outputs?

Ownership terms are agreed in the contract. As standard, the product we build for you is yours.

Can you take over an existing AI prototype?

Yes. We start with a review of the prototype, its data and its test results, then plan what it takes to make it production-ready.

How do you test AI output quality?

With an evaluation set built from your real cases, scored on every change, plus monitoring in production so drops in quality are caught early.

Have a product idea or a stalled prototype? Book a 30-minute AI conversation, email hello@stellartechnologies.ae, or message us on WhatsApp.

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