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
Full-Stack Developer | AI Engineer | Python, FastAPI, Reactjs, RAG
73%
Job Success
Nairobi, Kenya - 11:36 pm local time
My focus combines full-stack engineering with production grade AI infrastructure.
AI Engineering Expertise
• Retrieval-Augmented Generation (RAG) systems
• Embeddings and vector databases
• LLM pipelines with structured JSON outputs
• AI-powered classification and automation engines
• Guardrails, retries, and hallucination control
• Agent-based workflows
I build AI systems that:
• Ingest real-time events and webhooks
• Process tasks via async workers and queues
• Persist structured outputs to production databases
• Provide monitoring and admin dashboards
Full-Stack Development
• Python (FastAPI, Django, Flask)
• Node.js (ExpressJS)
• React.js frontends
• RESTful API design
• Postgres schema design
• Redis, RabbitMQ, Celery
• Secure authentication and role-based access
I build clean, functional interfaces that connect seamlessly with backend AI services, ensuring real-world usability.
Production & Infrastructure
• Dockerized deployments
• AWS / Cloud Run
• Background processing systems
• API gateways
• Logging, monitoring, and observability
What I Help Clients Build
• Internal AI knowledge systems
• AI-powered workflow automation
• CRM-integrated automation engines
• Event-driven backend platforms
• Full-stack SaaS products with AI capabilities
If you're looking for a developer who understands frontend experience, backend architecture, and AI system design, and can bring them together into scalable, production ready applications, I’d be glad to help build it with you.
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.