You will get Custom LLM Fine-Tuned for Production & Real-World Performance
Project details
You will get a production-ready, domain-specific AI system that actually understands your business — not a generic model that hallucinates and burns your cloud budget.
With 3+ years in AI/ML, 11+ projects delivered, and international R&D experience at GenTA (Seoul, South Korea), I build LLMs that solve real problems efficiently.
What you get:
✅Problem scoping and success criteria before a single line of code.
✅Clean, production-ready datasets with zero leakage.
✅Right-sized model so you don't overpay for compute.
✅Optimal fine-tuning strategy (LoRA, QLoRA, full fine-tuning) for your budget.
✅Monitored training with early intervention when things go wrong.
✅Rigorous evaluation using BERTScore, Hallucination Detection, LLM-as-Judge.
✅Alignment via DPO/RLHF for safe, reliable outputs.
✅Quantized, optimized model running fast on cheaper GPUs.
✅Deployed with real world monitoring from day one.
✅Every experiment logged so improvements are systematic.
P.S. I take on a limited number of LLM fine-tuning engagements each month to ensure precision and quality. Message me to secure a slot.
With 3+ years in AI/ML, 11+ projects delivered, and international R&D experience at GenTA (Seoul, South Korea), I build LLMs that solve real problems efficiently.
What you get:
✅Problem scoping and success criteria before a single line of code.
✅Clean, production-ready datasets with zero leakage.
✅Right-sized model so you don't overpay for compute.
✅Optimal fine-tuning strategy (LoRA, QLoRA, full fine-tuning) for your budget.
✅Monitored training with early intervention when things go wrong.
✅Rigorous evaluation using BERTScore, Hallucination Detection, LLM-as-Judge.
✅Alignment via DPO/RLHF for safe, reliable outputs.
✅Quantized, optimized model running fast on cheaper GPUs.
✅Deployed with real world monitoring from day one.
✅Every experiment logged so improvements are systematic.
P.S. I take on a limited number of LLM fine-tuning engagements each month to ensure precision and quality. Message me to secure a slot.
What's included
| Service Tiers |
Starter
$500
|
Standard
$1,000
|
Advanced
$2,000
|
|---|---|---|---|
| Delivery Time | 5 days | 14 days | 30 days |
Number of Revisions | 1 | 2 | 2 |
Number of Model Variations | 1 | 2 | 3 |
Number of Scenarios | 1 | 3 | 5 |
Number of Graphs/Charts | 2 | 4 | 6 |
Model Validation/Testing | |||
Model Documentation | - | ||
Data Source Connectivity | - | ||
Source Code | - |
Optional add-ons
You can add these on the next page.
Additional Revision
(+ 2 Days)
+$50Frequently asked questions
About Mohammad
Agentic AI Developer| Chatbots RAG LLM Automation | Built for Business
Raipur, India - 5:40 pm local time
✅ 3+ years of hands-on experience in Generative AI & Machine Learning.
✅ Successfully delivered 11+ AI solutions across multiple domains.
✅ International Generative AI R&D experience at GenTA (South Korea).
✅ End-to-end AI solutions — from development to optimization & deployment.
Your AI demo impressed everyone—but production is where things started falling apart.
❌Costs became unpredictable.
❌Workflows broke.
❌Responses became inconsistent.
❌Scaling exposed problems you never saw during development.
The challenge isn't building another AI model. It's building an AI system your business can actually depend on.
I work with companies in AI software, SaaS, enterprise AI, automation, and knowledge management to build AI systems that automate repetitive work, retrieve information instantly, and eliminate the manual tasks slowing your team down—transforming complex AI challenges into efficient, cost-effective, production-ready systems.
I am a Generative AI & AI/ML Engineer with 3+ years of experience, international R&D experience at GenTA, South Korea, and a proven track record of delivering 11+ AI projects. I partner with businesses to deliver end-to-end AI solutions—from concept and architecture to deployment and long-term support.
Problems I can help you with:
AI Agents & Automation:
• AI Agents • Multi-Agent Systems • Voice Agents • Workflow Automation • Business Process Automation • API Integrations • Real-Time AI Systems • Task Orchestration
LLM & RAG Engineering
• RAG Pipelines • Knowledge Management • Semantic Search • Hybrid Retrieval • Vector Search • Embeddings • Reranking • LLM Evaluation • Prompt Optimization • Production AI Deployment
Generative AI:
• Custom LLM Applications • Fine-Tuning • Prompt Engineering • RAG Systems • AI Chatbots • AI Assistants • Diffusion Models • Stable Diffusion • ControlNet • Image Generation • Image Upscaling • Style Transfer • Computer Vision • Model Optimization
AI / ML Development:
• End-to-End ML Development (Data → Deployment) • Data Preprocessing • Feature Engineering • Model Training • Hyperparameter Optimization • Model Evaluation • Classification • Regression • Clustering • Reinforcement Learning • Deep Learning (CNN, RNN, LSTM, GRU)
Agents & Automation:
Voice Agents: LiveKit | VAPI | Retell | Newo | Agora | n8n.
Tech Stack -
Agentic AI:
CrewAI • LangChain • LangGraph • PGVector • Qdrant • ChromaDB
RAG:
Ingestion • Chunking • Embeddings • Retrieval • Hybrid Retrieval • Reranking • LLM-as-a-Judge • OpenTelemetry • Opik • Prompt Engineering
LLM Engineering & Deployment:
Hugging Face • Transformers • Ollama • vLLM • Text Generation Inference (TGI) • Model Context Protocol (MCP) • Docker • Gradio • API Serving • Inference Optimization
AI Agents & Voice AI:
LiveKit • Vapi • Retell AI • Agora • Newo • Speech-to-Text (STT) • Text-to-Speech (TTS) • WebRTC
Automation:
n8n • Zapier • API Orchestration • Workflow Automation
GenAI & Model Optimization:
LoRA • QLoRA • PEFT • Quantization • bitsandbytes • xFormers • CPU/GPU Offloading • Knowledge Distillation • Model Pruning • Latent Consistency Models (LCM)
Diffusion & Vision AI:
Stable Diffusion • ControlNet • ComfyUI • Deforum • CLIP • DINOv2 • Segment Anything (SAM) • AdaIN • StyleID • Neural Style Transfer • Optical Flow (RAFT)
AI / ML:
PyTorch • TensorFlow • Keras • scikit-learn • pandas • NumPy • CNN • RNN • LSTM • GRU • Random Forest • SVM • PCA • t-SNE • K-Means • Gaussian Mixture Models (GMM)
Data Extraction:
Selenium • BeautifulSoup • Requests • REST APIs • Scrapy • Web Automation
Steps for completing your project
After purchasing the project, send requirements so Mohammad can start the project.
Delivery time starts when Mohammad receives requirements from you.
Mohammad works on your project following the steps below.
Revisions may occur after the delivery date.
Problem Identification
Define what task you're solving and what success looks like before touching any code or data.
Data Pipeline
Collect, clean, format and split your data correctly because every downstream problem traces back to bad data.