+966 504 920 373
+966 504 920 373
+966 504 920 373
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+966 504 920 373
+966 504 920 373
hello@hnhmena.com
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Generic LLMs are trained on the internet — not on your contracts, your compliance policies, your historical customer data, or your industry logic. We build the AI engine that knows your business, runs in your environment, and answers with 99%+ accuracy on your domain.
To a grounded, production-ready first version
Gulf dialect and code-switching handled natively
Records leaving your environment on private deployment
| Layer | Technologies | What It Means for You |
|---|---|---|
| Backing Models | Gemini Flash · Llama 70B · GPT-4o · DeepSeek | We select the right base model for your use case — not the most famous one. |
| Fine-Tuning | PyTorch · TensorFlow · HuggingFace · LoRA | Your model is trained on your proprietary data, not public internet noise. |
| RAG Pipeline | LangChain · LlamaIndex · CrewAI · AutoGen | Your documents and policies become searchable AI memory. |
| Vector Storage | Pinecone · FAISS · Weaviate · Chroma | Enterprise-grade semantic search across your document corpus. |
| Multi-Agent Orchestration | CrewAI · AutoGen · LangGraph | Multiple specialist agents working in coordinated workflows. |
| Cloud Infrastructure | AWS Bedrock · Azure OpenAI · GCP Vertex AI | Deploy on your preferred cloud — or fully on-premise. |
| Arabic Language Support | Arabic-BERT · Jais · Custom fine-tuning | True Arabic NLP with native Gulf Arabic dialect support. |
Trained on your internal documentation, HR policies, and SOPs. Employees get accurate, sourced answers. Hallucination-free by design.
Understands Gulf Arabic dialect and your product catalogue. Handles enquiries and escalations 24/7.
Trained on ZATCA, NCA, SAMA and CITC frameworks. Reviews contracts in seconds and flags compliance risks.
Qualifies leads, generates tailored property proposals, and books viewings automatically.
Predictive maintenance alerts and anomaly detection connected to your ERP and IoT data.
A regulatory-aware LLM trained on SAMA circulars and ZATCA tax rules — without sending data to third-party servers.
Trained on your proprietary data and workflows, not the internet. AI your teams can trust.
Your pricing models, legal documents, and IP stay inside your secure environment. Never reaches third-party servers.
Fine-tuned to understand SAMA, NCA, CITC, HIPAA, GDPR, or PCI-DSS — embedded in the architecture.
A custom engine is not a model trained from scratch — almost no enterprise should do that. It is a layered system, and the retrieval layer is where most of the accuracy comes from.
Every answer is tied back to your documents, records and databases, so the system cites its source and refuses when it has no basis to answer.
Trained on your own Arabic correspondence and documents, so it handles Gulf dialect and Arabic-English code-switching the way your customers actually write.
Explicit rules for what the system must refuse, flag or hand to a human — essential for regulated workflows in finance, healthcare and government.
Runs inside your own cloud tenancy or on-premise, so proprietary data and customer records never leave your control or the Kingdom.
Find answers to common questions about custom AI engines, data security, and deployment timelines.
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A custom-trained LLM is an AI model fine-tuned on your company's own data — your documents, policies, processes, and domain knowledge. Unlike off-the-shelf AI tools, it understands your business deeply and operates within your regulatory constraints.
ChatGPT and Copilot are general-purpose tools trained on public data. H&H builds AI trained specifically on your enterprise data, deployed inside your infrastructure, and governed by your policies. Your data never leaves your environment.
RAG (Retrieval-Augmented Generation) connects your AI model to a searchable database of your documents, so it retrieves relevant information at query time. We recommend it for any document-heavy workflow.
Yes. We build Arabic-language AI using Arabic-BERT, the Jais model, and custom Arabic fine-tuning, supporting Gulf Arabic dialects across Saudi Arabia, UAE, and the GCC.
Book a 30-minute AI consultation with our LLM engineering team. We'll map your use case, your data landscape, and your compliance requirements.
+966 504 920 373 · hello@hnhmena.com · Serving KSA, UAE, Qatar, Kuwait, Bahrain & Oman
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