Private AI that runs on your infrastructure and keeps your data in region.

Cost depends on model size, how many requests you serve at once, your response-time targets and whether you rent cloud GPUs or buy hardware. A smaller model that passes your tests can need far less hardware than a large one. Before you commit, we model the monthly cost at your volume against hosted APIs, and the setup comes with a fixed written scope.

It depends on the task, and we'll show you where the gaps are. For focused jobs, such as answering from your documents, classifying requests or extracting data, a well-chosen open-weight model can score close enough on your own test set. We benchmark against a hosted baseline so you decide with evidence.

In a private deployment, the model, prompts, documents and logs all stay in your cloud account or data center. We enforce the boundary with network rules, verify it with audit logs and document it for your security team. Outbound traffic is blocked except for updates you approve.

If a hosted API with in-region hosting and business terms meets your rules, it's usually cheaper and simpler at low volume. Self-hosting makes sense when rules or contracts demand full control, when volume is high and steady, or when you need a fine-tuned model. We compare both on cost and risk before you choose.

Yes, we test models on Arabic and English inputs from your own documents, including mixed-language text, and choose or tune the model to match. Quality varies a lot between models and dialects, so we measure it on your data instead of trusting general benchmarks.

Fine-tuning pays when a model must follow a consistent format, use your terminology or handle a narrow task better than prompting and retrieval can. It's a poor fix for missing knowledge, which retrieval handles better. We try prompts and retrieval first and fine-tune only when a held-out test shows a clear gain.

Yes, it's designed around them, with in-region hosting, access control, audit logs, retention limits and documentation your compliance team can review. We support your readiness work, while certification itself stays with your auditors.

Your team can, with the runbook and training we hand over, or we run it for a monthly fee covering monitoring, updates, scaling and fresh benchmarks. Either way, it runs in accounts you own.