Large language models now handle Arabic far better than they did even two years ago. A quick demo in Modern Standard Arabic will usually look impressive. The trouble starts when real customers arrive.
Real users don't write textbook Arabic
Customers write in Iraqi, Gulf, Levantine or Egyptian dialect, switch to English mid-sentence, type Arabic in Latin letters ("Arabizi"), and send voice notes. A system tuned only on formal Arabic will misunderstand a large share of real messages.
What we do: we evaluate every model on a sample of the client's own anonymized conversations before choosing it, and we measure accuracy per dialect, not just overall.
Retrieval matters more than the model
Most customer questions are about your products, prices and policies. The model doesn't know those. A well-built retrieval layer, which searches your own documents and passes the right passages to the model, does more for answer quality than switching to a bigger model.
What we do: we index policies, FAQs and product data in Arabic and English, normalize Arabic spelling variants (hamza, taa marbuta, alef forms) before search, and keep the index updated automatically.
Knowing when to hand over
An AI assistant that confidently answers everything is a liability. Good systems know their limits.
What we do: we set clear escalation rules to a human agent for complaints, payments, and low-confidence answers, and pass the full conversation along so the customer never repeats themselves.
RTL is a product decision, not a CSS setting
Right-to-left layouts, mixed Arabic and English text, Arabic numerals and date formats all need deliberate design. Interfaces that are simply mirrored feel foreign to Arabic speakers.
Measure it after launch
Language drifts, products change, and new questions appear every week. We track resolution rate, escalation rate and customer feedback from day one, and review misunderstood conversations to keep improving the system.
Arabic AI is ready for production. It just needs to be built for the Arabic people actually use. If you are planning an Arabic assistant, we'd be glad to help you scope it.
