Arabic testing and monitoring

Voice agent testing for Arabic-speaking callers.

Test your voice agents across Modern Standard Arabic and the Gulf, Levantine, Egyptian, and Maghrebi dialects, including callers who switch between MSA and dialect.

Hamming works with

All integrations
  • Vapi
  • Retell AI
  • ElevenLabs
  • LiveKit
  • Pipecat
  • OpenAI
  • Synthflow
  • Daily
01Dialect coverage

Arabic dialect testing

Test your voice agent's understanding of Modern Standard Arabic (MSA) and major regional dialects including Gulf, Egyptian, Levantine, and Maghrebi Arabic.

Arabic · accents

“ممكن أغيّر معادي للساعة تلاتة؟”

Modern Standard Arabicpass
Egyptianpass
Egyptian, noisy linefail

heard تلاتين (thirty) for تلاتة (three)

Fig. 1 · Dialect coverage
  • Regional dialect support

    • Gulf Arabic (Saudi, UAE, Kuwait, Qatar, Bahrain, Oman)
    • Egyptian and Sudanese Arabic variations
    • Levantine Arabic (Syrian, Lebanese, Palestinian, Jordanian)
  • MSA and colloquial balance

    • Modern Standard Arabic for formal contexts
    • Code-switching between MSA and dialects
    • Colloquial expressions and everyday speech patterns
  • Maghrebi variations

    • Moroccan Darija comprehension testing
    • Tunisian and Algerian dialect support
    • French-Arabic code-mixing in North Africa
02Linguistic features

Arabic language-specific testing

Handle the unique challenges of Arabic voice AI including diacritical marks, morphology, and right-to-left text processing.

Arabic · interruption testpass
Callerلو سمحت، عايز أغيّر المعا⁠——cuts in
Agentحاضر، عايز تغيّر معادك.stops, holds
Fig. 2 · Linguistic features
  • Morphological complexity

    • Root and pattern system recognition
    • Verb conjugation and noun declension handling
    • Broken plural and dual form understanding
  • Pronunciation variations

    • Emphatic consonants (ص, ض, ط, ظ) recognition
    • Regional pronunciation differences (ج, ق, ك)
    • Vowel length distinction and diacritical marks
  • Numbers and formats

    • Eastern Arabic numerals (٠١٢٣٤٥٦٧٨٩) support
    • Date formats (Hijri and Gregorian calendars)
    • Mixed Arabic-English number handling
03Cultural context

Culturally aware Arabic voice testing

Check that your voice agent respects cultural and religious norms and responds the way callers in each Arabic-speaking market expect.

Arabic · localisation3 checks · 1 failed
Egyptian Arabic for Egyptian callerspass
Day before month in datespass
EGP 500 read as «خمسمية دولار»fail
Fig. 3 · Cultural context
  • Cultural sensitivity

    • Islamic greetings and expressions handling
    • Gender-appropriate language and responses
    • Religious and cultural holiday awareness
  • Business etiquette

    • Formal and informal address systems
    • Title and honorific usage validation
    • Business hours and weekend variations by country
  • Localization testing

    • Country-specific vocabulary and expressions
    • Local brand names and entity recognition
    • Country-specific compliance scenarios

Frequently asked
questions.

Browse every answer on the FAQ page