You will get a validated AI prototype — LLM agent, chatbot, or RAG workflow


Project details
Test your AI idea before burning engineering budget. In 1-3 weeks, I turn your concept into a working prototype — an LLM agent, chatbot, or RAG workflow running on your real data — plus honest evidence: what works, what breaks, and what it costs to run.
This method is proven in production. As an AI Product Consultant for an HR operations platform, I validated LLM agents through prototyping before any engineering spend — 3 integrations shipped in one quarter, cutting integration time ~40%. I bring 10+ years of product leadership at MENA's top startups and an MBA from IE Business School.
What makes my prototypes different:
• Built on your real data and use case — not a canned demo
• Honest findings memo: limitations and running costs included
• Everything handed over: prompts, source, architecture docs
• A clear recommendation: build, pivot, or stop
Ideal for founders validating before hiring, teams pitching AI internally, and startups needing a live demo for investors.
Unsure which tier fits? Message me — I'll reply within hours with an honest recommendation.
This method is proven in production. As an AI Product Consultant for an HR operations platform, I validated LLM agents through prototyping before any engineering spend — 3 integrations shipped in one quarter, cutting integration time ~40%. I bring 10+ years of product leadership at MENA's top startups and an MBA from IE Business School.
What makes my prototypes different:
• Built on your real data and use case — not a canned demo
• Honest findings memo: limitations and running costs included
• Everything handed over: prompts, source, architecture docs
• A clear recommendation: build, pivot, or stop
Ideal for founders validating before hiring, teams pitching AI internally, and startups needing a live demo for investors.
Unsure which tier fits? Message me — I'll reply within hours with an honest recommendation.
AI Algorithms
Large Language Model, Multimodal Large Language Model, Transformer ModelAI Applications
AI Chatbot, AI Content Creation, AI-Enhanced Classification, Conversational AI, Natural Language Generation, Natural Language Understanding, Sentiment AnalysisAI Development Language
PythonAI Tools
GitHub Copilot, ReplitAI Models
ChatGPT, GPT-4, LLaMAWhat's included
| Service Tiers |
Starter
$500
|
Standard
$1,000
|
Advanced
$2,000
|
|---|---|---|---|
| Delivery Time | 7 days | 14 days | 21 days |
Number of Revisions | 1 | 2 | 2 |
AI Model Integration | |||
Batch Normalization | - | - | - |
Database Integration | - | ||
Detailed Code Comments | - | - | - |
Image Upscaling | - | - | - |
MLOps | - | - | - |
Model Deployment | - | - | |
Model Documentation | - | ||
Model Monitoring | - | - | - |
Model Testing & Optimization | - | - | |
Model Tuning | - | - | - |
Natural Language Processing | - | ||
NLP Tokenization | - | - | - |
Pre-Training | - | - | - |
Prompt Engineering | |||
Setup File | - | - | - |
Source Code | - |
Optional add-ons
You can add these on the next page.
Fast Delivery
+$150 - $350
Additional Revision
+$75
Extra data source for RAG
(+ 2 Days)
+$150
Arabic-language prototype
(+ 2 Days)
+$100Frequently asked questions
About Eman
AI Product Consultant | LLM, AI Agents, RAG & n8n | Market Research
Cairo, Egypt - 10:11 am local time
At Vezeeta, WUZZUF, Nana, and Almentor, I've launched 0→1 products, scaled platforms through Series C growth, and owned revenue-critical systems like payments, VAT, and invoicing.
Today I work at the intersection of product and AI. Recent wins:
✅ Shipped 3 HRIS connectors for LLM agents in ONE quarter — cutting integration time ~40%
✅ Built AI process automation with n8n that replaced entire manual approval operations
💼 WHAT I CAN DO FOR YOU:
1️⃣ AI-Assisted Market Research & Validation — TAM/SAM/SOM sizing, competitive landscaping, user interviews (11 industries across MENA)
2️⃣ Validated AI Prototypes — test your LLM idea BEFORE burning engineering budget (Claude, RAG pipelines, AI agents)
3️⃣ Workflow Automation — n8n / Zapier systems that kill operational overhead
4️⃣ Product Strategy & Roadmaps — RICE, OKRs, JTBD, discovery-led delivery
🎓 MBA from IE Business School | Fluent in English & Arabic | Based in Cairo — overlapping Gulf AND European working hours
📩 Send me ONE sentence about your project — I'll reply within hours with exactly how I'd approach it. Let's build. 🚀
Steps for completing your project
After purchasing the project, send requirements so Eman can start the project.
Delivery time starts when Eman receives requirements from you.
Eman works on your project following the steps below.
Revisions may occur after the delivery date.
Use case & success criteria
From your requirement answers, I define the exact use case and what the prototype must prove — agreed with you within 24 hours.
Prompt design & data connection
I engineer the core prompts and connect your data sources (documents, website, or database) for grounded, accurate responses.


