Insights & Engineering Notes
Practical articles on building fast, scalable software — straight from our team.
- 14 articles

AI6 min read
AI Agents for Business: What They Can and Cannot Do
A no-hype look at what AI agents really do, where they deliver ROI, where they fail, and how to deploy them safely in your business.
Mazen Salah

AI6 min read
AI Chatbots for Customer Support That Actually Help
Most support bots frustrate customers. Here is how to build an LLM chatbot that resolves real tickets, in Arabic and English, around the clock.
Mazen Salah

AI6 min read
AI for Content Moderation at Scale: A Practical Guide
Manual review cannot keep up with content volume. Here is how to build AI-powered moderation that is fast, fair, and safe across Arabic and English.
Mazen Salah

AI6 min read
AI-Powered Search for E-Commerce: Turn Intent Into Conversions
Keyword search loses sales on human, descriptive queries. See how AI and semantic search match intent, handle Arabic, and lift ecommerce conversion.
Mazen Salah

AI5 min read
Arabic NLP: Challenges and Opportunities for Product Teams
Why Arabic breaks generic NLP tools, how dialects complicate everything, and where smart teams turn that difficulty into a competitive edge.
Mazen Salah

AI6 min read
Automating Document Processing With AI: OCR, Extraction, and Real ROI
How AI and OCR turn invoices, forms, and contracts into clean data automatically, and how to roll it out in the GCC and Egypt.
Mazen Salah

AI6 min read
Building a Recommendations Engine for Ecommerce: A Practical Guide
How recommendations engines drive conversion and retention, the core approaches, the cold-start problem, and how to build personalization that works.
Mazen Salah

AI5 min read
Computer Vision Use Cases for Small Businesses
Practical computer vision use cases for SMBs, from inventory checks to visual search, plus how to start small and avoid common pitfalls.
Mazen Salah

AI6 min read
Controlling LLM Costs in Production: A Practical Guide
How to cut LLM costs in production without losing quality, from matching models to tasks to caching, batching, and real-time budget monitoring.
Mazen Salah

AI5 min read
OCR for Arabic Documents: A Practical Guide
Why Arabic OCR is harder than English, which approaches actually work, and how to build a reliable Arabic document-processing pipeline.
Mazen Salah

AI6 min read
Practical AI Integration for Businesses: A No-Hype Guide
How to add AI to your business the right way: pick the workflow, build the integration layer, and control cost, privacy, and risk.
Mazen Salah

AI6 min read
Prompt Engineering for Production: Building Reliable LLM Products
Why clever prompts break as features, and how to engineer LLM prompts that are reliable, testable, and safe in production AI products.
Mazen Salah

AI6 min read
Retrieval-Augmented Generation (RAG) Explained for Business Teams
What RAG is, how it grounds an LLM in your own data with vector search, where it shines, and where it struggles. A practical guide.
Mazen Salah

AI6 min read
Turning Data Into Insights With AI
How AI turns scattered business data into clear, actionable insights, plus a practical pipeline and the use cases that pay off first.
Mazen Salah
Start a project
Tell us what you're building. We reply within 24 hours, scope it on a 30-minute call, and send a fixed quote — usually within two business days.
- 01Reply within 24 hours
- 0230-minute scoping call
- 03Fixed quote in ~2 business days