Arabic-language AI has crossed a threshold in the last two years. Retrieval-augmented assistants answer policy and product questions accurately when the source documents are clean. Drafting and summarisation work well enough that teams use them daily.
Where we still see failures: dialect-heavy conversational input, legal nuance across jurisdictions, and any workflow where a wrong answer costs real money. In those places we design a human checkpoint into the flow — not as a disclaimer, but as an actual screen someone approves.
If you are planning your first Arabic AI deployment, start with retrieval over your own documents. It is the highest-value, lowest-risk entry point, and it teaches your organisation how these systems behave before you automate anything customer-facing.