AI Development, Agents, LLMs & AI Systems
ESMNT (formerly Mags Group) builds complete AI systems, not just automation. We develop autonomous AI agents, LLM-powered products, and RAG systems that answer over your own data, engineered production-grade with evaluation, security, and human oversight, and deployed on cloud or private infrastructure across the Middle East.
What is AI system development?
AI system development means building software that can reason, decide, and act, agents that carry out multi-step tasks, assistants grounded in your own knowledge, and AI-driven automations. It goes well beyond rule-based automation: the system understands context, uses your tools, and improves with evaluation and feedback.
Everything you need, built and supported
AI Agents
Autonomous, tool-using agents that complete real multi-step workflows.
LLM-Powered Products
Assistants and features built on leading large language models.
RAG Over Your Data
Answer accurately over your documents, knowledge, and databases.
Conversational AI
Voice and chat interfaces for support, sales, and internal use.
AI-Driven Automation
Automations that reason and decide, not just fixed if-this-then-that rules.
Evaluation & Guardrails
Testing, monitoring, and human oversight for safe, reliable AI.
Common use cases
Internal knowledge assistants
Let staff ask questions and get grounded answers from your own documents.
Customer support agents
Deflect and resolve routine queries across chat and voice, with handoff.
Document & data processing
Extract, classify, and summarise documents at scale with review steps.
AI features in your product
Add search, drafting, or recommendations powered by LLMs to what you already run.
A clear path from idea to launch
Discover
We map requirements, constraints, and success metrics in a free discovery call.
Design
Architecture, UX, and a fixed-scope proposal, you know the plan and price before we build.
Build
Agile delivery in two-week sprints with working demos and full transparency.
Launch & Support
Staged rollout, training, and ongoing support under a clear SLA.
Frequently asked questions
What's the difference between AI development and automation?
Automation follows fixed rules. AI system development builds software that reasons and decides, agents that plan and use tools, and assistants grounded in your data. AI can handle ambiguity and context that rule-based automation cannot.
Do you build AI agents and LLM applications?
Yes. We build autonomous agents, LLM-powered assistants, and RAG systems over your own data, built on leading foundation models, with evaluation, security, and human oversight.
Is our data safe with AI systems?
Yes. We design for privacy and can deploy on your cloud or private infrastructure, keep your data out of model training, and add access controls, audit logs, and human review where it matters.
Can you add AI to our existing software?
Yes. We integrate AI features, search, drafting, classification, recommendations, and agents, into the systems you already run, rather than requiring a rebuild.
Do you support Arabic-language AI?
Yes. We build bilingual English–Arabic AI experiences and evaluate them for quality in both languages, which matters for users across Jordan, Saudi Arabia, and the wider MENA region.
AI Development guides for MENA teams
AI Engineering in Amman: Building Production AI Systems
AI engineering in Amman: how ESMNT (formerly Mags Group) builds production-grade AI systems, data pipelines, LLMs, MLOps, for businesses across the GCC and MENA.
Read guideLLM Application Development for MENA Businesses Guide
LLM application development for MENA businesses: a practical guide to building reliable, Arabic-ready generative AI products that ship and scale.
Read guideRAG Systems Explained: Retrieval AI for Arabic & English
RAG systems explained: how retrieval-augmented generation grounds LLMs in your own Arabic and English data for accurate, source-backed answers.
Read guideDeploying AI Models in Production: MLOps for GCC Teams
Deploying AI models in production: an MLOps playbook for GCC teams covering CI/CD, monitoring, rollback, and cost control that keeps models reliable.
Read guide