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Adaptation / Integration pattern

Make your workflow feel local.

Put Sawalni inside your product as a language and culture specialist. It can interpret a request, detect intent, translate, write, or adapt an answer while your application remains in control of the task.

Intent deskRECORDED EXTRACTION
INCOMING · MIXED TEXT

Atelier ف سلا نهار 12 أكتوبر مع 15:30. التأكيد باقي ما وصلش.

↓
READY FOR YOUR WORKFLOW
City سلا
Time 15:30
Date 12 أكتوبر
Confirmation Needed

Recorded Sawalni structured output · your service decides the action

How it works

The flow.

For Support flows, public services, commerce, and global assistants entering Morocco.

Receive

Accept Darija, Arabic, French, Arabizi, or mixed text.

Interpret

Sawalni resolves intent, context, and the wording that matters.

03

Act

Your existing service applies its own rules and performs the action.

Adapt

Return a clear, culturally appropriate answer in the user’s language.

Output

What you get.

  • ↗Intent and language signal
  • ↗Local wording and translation
  • ↗A bounded subagent interface

Evidence

See Sawalni keep a conversation on track after the visitor changes the time and city.

Open the recorded example →