AI translates our project guidance badly in Arabic. How should we release it?

Unreviewed localized AI output

Evaluate the actual language and domain terminology with qualified reviewers and realistic users. Check meaning, right-to-left presentation, names, dates, and action wording. Release only the language experiences that meet the agreed quality criteria rather than hiding English content behind translated labels.

What to do now

  1. Collect representative Arabic tasks and terms
  2. Review meaning with qualified language experts
  3. Test right-to-left screens and action clarity
  4. Correct failures before enabling the language
Recommended action flow for unreviewed localized ai output: Collect representative Arabic tasks and terms then Review meaning with qualified language experts then Test right-to-left screens and action clarity then Correct failures before enabling the language. Escalate when translation changes an obligation decision or important instruction.

When to escalate

Escalate when

Translation changes an obligation decision or important instruction.

Who decides

The AI service owner and relevant authorized reviewer

Example

A reviewer corrects an Arabic term that wrongly turns a recommendation into a mandatory instruction.

Mistake to avoid

Assuming a translated menu means the entire workflow is localized.

Prevent a repeat

Re-evaluate after changes to models, prompts, tools or source data; keep important decisions accountable to people.

Suggested ApprovedFlow setup

  • Tasks
  • Documents
  • Approvals

Track evaluation and review tasks, and keep approved evidence with the work; do not claim the platform provides an unverified AI agent or automated diagnosis. See the platform

Related cases

Practice references