You will get a document-based AI chatbot trained on your files


Project details
I build document-based AI chatbots that answer questions from your PDFs, SOPs, manuals, FAQs, or internal knowledge base.
This is useful when your team wastes time searching through long documents, policies, support files, or training materials.
The chatbot is designed to retrieve relevant information from your files and generate clear, source-grounded answers using GPT and retrieval logic.
Depending on the package, I can deliver a small prototype, a business-ready RAG assistant, or a backend-ready setup with documentation and handover guidance.
Best for:
• Company knowledge bases
• HR policies
• SOPs and manuals
• Customer support FAQs
• Product documentation
• Training materials
• Internal operations files
I focus on practical AI systems, clear scope, clean documentation, and outputs your team can actually use.
This is useful when your team wastes time searching through long documents, policies, support files, or training materials.
The chatbot is designed to retrieve relevant information from your files and generate clear, source-grounded answers using GPT and retrieval logic.
Depending on the package, I can deliver a small prototype, a business-ready RAG assistant, or a backend-ready setup with documentation and handover guidance.
Best for:
• Company knowledge bases
• HR policies
• SOPs and manuals
• Customer support FAQs
• Product documentation
• Training materials
• Internal operations files
I focus on practical AI systems, clear scope, clean documentation, and outputs your team can actually use.
AI Algorithms
Large Language Model, Multimodal Large Language Model, Transformer ModelAI Applications
AI Chatbot, AI-Enhanced Classification, Conversational AI, Natural Language Generation, Natural Language Understanding, Text RecognitionAI Development Language
PythonAI Tools
Azure OpenAI, Gradio, Hugging Face, StreamlitAI Models
BERT, ChatGPT, GPT-3, GPT-4What's included
| Service Tiers |
Starter
$149
|
Standard
$399
|
Advanced
$799
|
|---|---|---|---|
| Delivery Time | 4 days | 6 days | 8 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
+$75 - $200
Additional Revision
+$50
Extra 10 documents
(+ 1 Day)
+$75
Basic API endpoint design
(+ 2 Days)
+$150
Documentation upgrade
(+ 1 Day)
+$75Frequently asked questions
About Ahmed
AI Engineer for SMEs | RAG Chatbots, Automation & GPT-Powered Workflow
Cairo, Egypt - 7:41 pm local time
I build practical AI systems for small and mid-sized businesses: RAG chatbots, GPT-powered assistants, automation workflows, document search systems, lead handling bots, and internal business tools.
My focus is simple:
1. Understand the business problem.
2. Find the manual bottleneck.
3. Build a lean AI pilot fast.
4. Measure if it saves time, reduces errors, or improves revenue.
5. Deliver clean documentation so your team can actually use it.
What I can help you build:
- RAG chatbots that answer from your own documents
- AI customer support assistants
- Internal knowledge-base search tools
- Lead qualification and follow-up automation
- Document extraction and summarization workflows
- Custom GPT workflows for operations, sales, and management
- Python/FastAPI backends for AI tools
- OpenAI API integrations
- Notion, Google Sheets, web backend, and workflow automations
Tech stack:
Python, FastAPI, OpenAI API, embeddings, vector databases, FAISS/Pinecone, LangChain/LlamaIndex, Docker, basic CI/CD, APIs, webhooks, and automation tools.
I do not sell “AI magic.”
I build small, useful systems that solve real business problems and can be improved step by step.
Best fit:
- SMEs that want to automate manual work
- Founders who need an AI MVP
- Agencies that need AI workflow support
- Teams drowning in documents, messages, or repetitive operations
If you have a process that wastes time every week, I can help turn it into an AI-powered workflow.
Steps for completing your project
After purchasing the project, send requirements so Ahmed can start the project.
Delivery time starts when Ahmed receives requirements from you.
Ahmed works on your project following the steps below.
Revisions may occur after the delivery date.
Review documents and use case
I review your files, target users, and sample questions to understand the chatbot scope and expected answers.
Design the RAG structure
I plan how the documents will be organized, chunked, searched, and used to produce source-grounded answers.

