You will get Gulf Arabic prompt templates — optimized for LLMs & chatbots
Project details
Generic Arabic prompts produce generic Arabic outputs — and generic Arabic means Modern Standard Arabic. For customers in the UAE, Saudi Arabia, and the wider GCC, MSA sounds robotic, cold, and foreign. It is the Arabic of official documents. Not the Arabic of a helpful chatbot.
I engineer Gulf Arabic (ar-AE) prompt templates that tell your LLM exactly how to respond: correct dialect, right tone, natural vocabulary, and culturally appropriate service expressions — producing outputs that feel native to your Gulf audience from the first message.
Each template is built using a 6-element optimisation framework: dialect specification, tone control, terminology guidance, avoidance rules, format instruction, and cultural alignment. Every template is tested against a live LLM and refined until the Arabic output passes my Gulf Arabic quality standard.
You receive a ready-to-deploy bilingual document (Arabic and English) with your prompt templates, a system prompt, dialect notes, and a Gulf Arabic vocabulary reference. Drop them into your chatbot, virtual assistant, or customer service AI and the difference in output quality is immediate.
I engineer Gulf Arabic (ar-AE) prompt templates that tell your LLM exactly how to respond: correct dialect, right tone, natural vocabulary, and culturally appropriate service expressions — producing outputs that feel native to your Gulf audience from the first message.
Each template is built using a 6-element optimisation framework: dialect specification, tone control, terminology guidance, avoidance rules, format instruction, and cultural alignment. Every template is tested against a live LLM and refined until the Arabic output passes my Gulf Arabic quality standard.
You receive a ready-to-deploy bilingual document (Arabic and English) with your prompt templates, a system prompt, dialect notes, and a Gulf Arabic vocabulary reference. Drop them into your chatbot, virtual assistant, or customer service AI and the difference in output quality is immediate.
Testing Platform
Website Testing, Mobile Testing, Software TestingDevice
PC, Mac, iPhone, Windows TabletLanguage
English, ArabicWhat's included
| Service Tiers |
Starter
$80
|
Standard
$150
|
Advanced
$280
|
|---|---|---|---|
| Delivery Time | 3 days | 4 days | 6 days |
Number of Revisions | 1 | 2 | 3 |
Number of Pages Tested | 5 | 10 | 20 |
Screen Recording Time (Minutes) | 0 | 0 | 0 |
Test Scenario | |||
Summary Report | |||
Annotated Screenshots | - | ||
Test Desktop | |||
Test Mobile | - |
Optional add-ons
You can add these on the next page.
5 extra prompt templates
+$35
Saudi Arabic (ar-SA) variant set
+$55
Additional use case
+$50Frequently asked questions
About Mohamed
Arabic AI Localization Expert | Gulf Arabic (ar-AE) | RLHF & Prompt En
Fujairah, United Arab Emirates - 9:53 am local time
I'm Mohamed Mansour: a native Gulf Arabic (ar-AE) specialist with 18 years at e& (Etisalat), the UAE's largest telecommunications operator, and 2025 RLHF/SFT AI training certification. I bridge the gap between technically correct Arabic and culturally authentic Gulf Arabic — the difference that determines whether your AI product is trusted or abandoned by GCC users.
━━━ WHAT I DO FOR AI COMPANIES ━━━
• Evaluate Arabic LLM outputs for dialect accuracy, cultural appropriateness, and Gulf register compliance — identifying issues that MSA-trained models consistently miss
• Engineer Gulf Arabic (ar-AE) prompts that produce natural, contextually correct responses for UAE and Saudi audiences
• Rank and compare model outputs using RLHF methodologies for Arabic preference data
• Review and rewrite AI-generated Arabic content from robotic to genuinely native
• Develop quality assurance rubrics and evaluation frameworks for Arabic AI products
• Create Gulf Arabic SFT datasets and annotated training pairs
━━━ WHAT I DO FOR OPERATIONS CLIENTS ━━━
• Lead digital transformation initiatives — delivered AED 450,000 project with 28% conversion increase and 35% satisfaction improvement
• Design KPI dashboards and performance tracking systems (built 12+ KPI framework reducing errors by 60%)
• Optimize customer experience workflows for Arabic-speaking markets
• Provide MENA market entry operations consulting
━━━ WHY CLIENTS CHOOSE ME ━━━
✓ DUAL NATIVE DIALECT: Egyptian Arabic (origin) + Gulf Arabic/ar-AE (18-year UAE immersion) — I evaluate for both the largest and highest-paying Arabic markets simultaneously
✓ CORPORATE DISCIPLINE: 18 years at a Fortune-equivalent UAE company means I deliver on time, follow guidelines precisely, and communicate clearly in English and Arabic
✓ VERIFIABLE TRACK RECORD: AED 450K project delivered · 120% B2B quota achieved · 40% client retention improvement · 60% error reduction — real numbers, not claims
✓ TECHNICAL DEPTH: Built PromptForge (bilingual Arabic/English prompt platform), created 500+ RLHF-ranked Gulf Arabic annotation dataset — I understand AI from the builder side
✓ IMMEDIATELY AVAILABLE: Full-time freelancer, GMT+4, 20–40 hrs/week, fast response
━━━ SERVICES & RATES ━━━
Arabic AI Output Audit: from $150 (see Project Catalog)
Gulf Arabic Prompt Templates: from $80 (see Project Catalog)
Arabic MTPE (post-editing): from $55 (see Project Catalog)
Hourly consulting: $35/hr (introductory) → rising with reviews
Operations consulting packages: see Project Catalog
Let's discuss how I can help your AI product succeed with Gulf Arabic users, or how I can optimize your operations for the MENA market.
Steps for completing your project
After purchasing the project, send requirements so Mohamed can start the project.
Delivery time starts when Mohamed receives requirements from you.
Mohamed works on your project following the steps below.
Revisions may occur after the delivery date.
Analyse your use case and audience
I map your scenarios, target audience, and platform to identify the exact Gulf Arabic dialect register, vocabulary set, and cultural tone conventions your prompts need to produce.
Engineer and test each prompt
Each prompt is built using my 6-element Gulf Arabic optimisation framework: dialect spec, tone instruction, terminology guide, avoidance rules, format control, and cultural alignment.