RAG assistants
Chatbots and internal assistants that search your documents, policies and knowledge base and answer with citations, instead of guessing.
What we build
Generative AI & LLM Applications services
AI agents and tool use
Agents that take actions in your systems through controlled tools, such as booking, lookups or ticket creation, with a human approval step where it matters.
Arabic and English
Bilingual interfaces and prompts, right-to-left layouts and evaluation in both languages, as in our HMS UAE hospital system.
Content and SEO generation
Generators for product copy, articles, titles and meta descriptions, with your tone and keyword rules, reviewed before publishing.
Media and voice
Speech-to-text captions with Whisper, voice-over and auto-edit features, as shipped in our Android AI video editor.
Integrations and MCP
Connect models to your databases and APIs through MCP servers and function calling, with logging and rate limits.
Accuracy first: retrieval, guardrails and evaluation
A language model on its own will answer confidently even when it does not know. For business use we ground every answer in retrieved content from your own sources, show the source, and refuse when nothing relevant is found. We set guardrails for topics, tone and data the assistant may not reveal, and we test against a written set of real questions before launch, in each language you support.
Our HMS UAE hospital system is an example: an AI assistant working through four MCP servers over hospital data, with full bilingual Arabic and English support.
How a project runs
- Use case and data, week 1. Which questions or tasks, which sources, who uses it and what it must never do.
- Prototype, weeks 2 to 3. A working assistant on a sample of your content, tested against a question set you help write.
- Production. Authentication, role-based access, logging, cost controls and integration into your website, WhatsApp, Teams or internal tools.
- Measure and improve. We review unanswered and low-rated questions, add sources and tune prompts, and report answer quality monthly.
Model choice and data privacy
We are model-agnostic and pick per use case: frontier models such as Claude or GPT for reasoning-heavy tasks, smaller or open models where cost, latency or data residency matter. Sensitive data can stay on UAE-hosted or on-premise infrastructure, and we never put API keys in the browser. You own the prompts, the retrieval index and the evaluation set.
Pricing and timelines
Production assistants and agents usually start from AED 35,000. A two to three week prototype on a sample of your content can be scoped as a fixed-price first phase. Every engagement starts with a written scope, a fixed first step and a delivery date.
Technology we use
Questions
Will the chatbot make things up?
We ground answers in your own documents through retrieval, show the source, and configure the assistant to say it does not know when nothing relevant is found. We test on real questions before launch and keep reviewing after.
Can it work in Arabic?
Yes. We build bilingual Arabic and English assistants with right-to-left interfaces and test answer quality in both languages.
Which model do you use?
We choose per use case and cost: frontier models for complex reasoning, smaller or open models where speed, cost or data residency matter. The system is built so the model can be swapped later.
Is our data used to train the model?
No. We use providers and settings that do not train on your data, or self-hosted models when required, and keep your documents in a store you control.
How much does it cost?
Production builds usually start from AED 35,000. Model usage costs are separate and estimated up front from expected volume. A fixed-price prototype phase is available.
Other services: Computer Vision Development · Machine Learning & MLOps · AI Visibility (GEO)
Planning a generative ai project?
Tell us the problem and the data or cameras you have. We reply within one business day with a first step, a price and a date.