You will get a production-ready AI knowledge system powered by your internal data
Project details
I build secure, production-ready RAG AI knowledge systems that allow your team to search internal documents using natural language while preventing hallucinations.
Unlike generic chatbots, this system strictly uses your approved materials only. It does not browse the internet and will return “I don’t know” if the answer is not found in your data.
How the project works:
• Document ingestion and indexing
• Embedding and vector database setup
• Retrieval layer with strict context control
• LLM integration with grounded responses
• Simple web-based interface with branding
• Deployment and handover documentation
Common questions:
Is it secure? Yes, the system is isolated and uses only your data.
Can it scale? Yes, architecture supports small teams to enterprise use.
Can it integrate with existing systems? Yes, integrations can be added if needed.
This is infrastructure, not a demo. Built for reliability and long-term use.
Unlike generic chatbots, this system strictly uses your approved materials only. It does not browse the internet and will return “I don’t know” if the answer is not found in your data.
How the project works:
• Document ingestion and indexing
• Embedding and vector database setup
• Retrieval layer with strict context control
• LLM integration with grounded responses
• Simple web-based interface with branding
• Deployment and handover documentation
Common questions:
Is it secure? Yes, the system is isolated and uses only your data.
Can it scale? Yes, architecture supports small teams to enterprise use.
Can it integrate with existing systems? Yes, integrations can be added if needed.
This is infrastructure, not a demo. Built for reliability and long-term use.
AI Applications
AI Chatbot, AI Content Creation, AI Mobile App Development, AI Text-to-Image, AI Text-to-Speech, Automatic Speech Recognition, Conversational AI, Sentiment Analysis, Text RecognitionAI Development Language
PythonWhat's included
| Service Tiers |
Starter
$250
|
Standard
$800
|
Advanced
$1,500
|
|---|---|---|---|
| Delivery Time | 5 days | 14 days | 21 days |
Number of Revisions | 1 | 2 | 3 |
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
+$100 - $500Frequently asked questions
15 reviews
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MG
Mario G.
Mar 31, 2025
Python for LLM Tool
KW
Krista W.
Jan 28, 2025
Python Expert
5 stars experience! With George you can be sure your project will be done on time and with quality! It was a real pleasure working with him and would hire him again!
KW
Krista W.
Jan 28, 2025
Python Developer
George was outstanding to work with - I would highly recommend working with this talent! He was dependable and very knowledgeable on our python projects! Standing ovation experience!
CJ
Christopher J.
Jul 30, 2024
I need to setup a ChatGPT bot that reads from a GoogleSheet & that interacts with through whatsapp
George has gone above and beyond the task. His communication was excellent, his technical skills were exactly what we were looking for, and he finished the job as per schedule. Would, and probably will, hire again.
JW
June W.
Jul 19, 2024
API Project Involving Stripe
Working with George has been a thoroughly positive experience. He was tasked with some complex API work, specifically altering the way descriptions appear within Stripe, and he handled these tasks with exceptional attention to detail and professionalism.
George's ability to listen and then execute exactly what was needed proved invaluable, and his follow-up ensured that everything was completed to the highest standard. I was very pleased with the results, and his easygoing nature made the collaboration smooth and effective.
I highly recommend George to anyone needing a skilled API specialist who is not only competent but also genuinely committed to delivering quality work. I am certainly looking forward to the possibility of working with him on future projects.
George's ability to listen and then execute exactly what was needed proved invaluable, and his follow-up ensured that everything was completed to the highest standard. I was very pleased with the results, and his easygoing nature made the collaboration smooth and effective.
I highly recommend George to anyone needing a skilled API specialist who is not only competent but also genuinely committed to delivering quality work. I am certainly looking forward to the possibility of working with him on future projects.
About George
Python/Django Developer | API Integrations (Stripe, LLMs, Twilio)
50%
Job Success
Nairobi, Kenya - 5:42 pm local time
What I've delivered:
- Payment & API integrations - migrated a production Stripe integration from the Sources API to Payment Intents API with zero downtime. Built and refined Stripe transaction and accounting workflows for clients.
- AI-powered communication systems - integrated OpenAI's GPT-4o Assistant API with WhatsApp via Twilio Studio. Built a ChatGPT-powered WhatsApp bot that reads live data from Google Sheets to handle customer interactions automatically.
- Backend & automation development - built and maintained Python/Django systems including authentication flows, PDF generation via Django templating, and custom scripts connecting to MySQL databases.
- Workflow automation - designed automations with n8n, Make, and Zapier to connect CRMs, messaging tools, and internal systems, cutting out manual data entry and repetitive tasks.
Core stack: Python, Django, PHP, JavaScript, MySQL, REST APIs, OpenAI API, Twilio, Stripe API, n8n, Make, Zapier.
I work best with businesses that need to connect existing tools, automate a specific manual process, or add AI (chat, voice, or data handling) into a system they already run, rather than a from-scratch platform build. If that's what you're dealing with, message me with the details of the workflow or integration and I'll tell you honestly whether it's a fit.
Steps for completing your project
After purchasing the project, send requirements so George can start the project.
Delivery time starts when George receives requirements from you.
George works on your project following the steps below.
Revisions may occur after the delivery date.
Architecture Setup & Data Indexing
I configure the knowledge system, ingest approved materials, and prepare the searchable database.
AI Interface Implementation
The AI search interface is deployed and connected to the indexed knowledge base.