I will build rag and fine tuned llms whatsapp bot and n8n whatsapp automation


About this gig
I build intelligent RAG (Retrieval-Augmented Generation) pipelines and fine-tuned LLMs using LangChain and Python to create secure, domain-aware AI assistants. Whether you need a private chatbot trained on your data, a custom retrieval system linked to your database, or a WhatsApp bot / Telegram bot powered by real knowledge I design fully operational AI systems built for performance.
My service includes data ingestion, chunking, embeddings, and vector database setup (FAISS, Pinecone, Weaviate), along with optimized retrievers, prompt templates, and model fine-tuning. Every pipeline is built to reduce hallucinations, increase accuracy, and run efficiently in production.
I also offer full integration with your tools and business workflows, including CRM automations, API connections, cloud deployment (AWS, Azure, GCP), and n8n WhatsApp automation for end-to-end intelligence across messaging and internal systems.
If you want expert-level development in LLM apps, LangChain automation, and AI-powered messaging systems, I will deliver a scalable, secure, and well-documented solution ready for real-world users and growth.
Get to know Mouaad H.
- FromUnited States
- Member sinceOct 2025
- Avg. response time1 hour
- Last delivery6 months
Languages
English, Arabic, French
FAQ
Can you build a chatbot that answers using my company’s data?
Yes, that’s exactly what a RAG pipeline does. I’ll connect your documents, site, or database so the model can answer accurately using your real content.
I don’t have any technical background, can you handle everything?
Absolutely. I’ll take care of setup, coding, and deployment. You’ll only need to share your data and your goals; I’ll do the rest and explain how to use it.
How do I know which model is best for my project?
I’ll recommend one after understanding your needs, for example, OpenAI for accuracy, Mistral or Llama for privacy and lower cost.
Can you deploy it online so I can test it live?
Yes. I can host it temporarily for testing or deploy it permanently to your cloud (AWS, Azure, or GCP).
What happens if my data changes later?
I’ll set up an update process so you can re-index new documents anytime without rebuilding everything.
How do you keep my data private and safe?
All your files stay confidential and are processed locally or on your secure cloud. No third-party data sharing.
Will you teach me how to maintain or expand the system later?
Yes. I include documentation and, in higher packages, a short hand-off session explaining how to manage and extend your setup.
Can you integrate the chatbot into my website or app?
Yes. I can provide an API endpoint or front-end integration so users can chat directly on your site or product.
1 reviews for this Gig
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Rating Breakdown
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J jhon_bousouf

Switzerland
Working with Mouaad_Halimi on our LLM and RAG project has honestly been amazing. He didn’t just make something that works ,he pushed it way beyond what we ever expected. Before Mouaad joined, we tried working with someone else and things just weren’t clicking. The system was messy, the answers weren’t...
Up to $50
Price
3 days
Duration
Helpful?
1 reviews for this Gig
| (1) | ||
| (0) | ||
| (0) | ||
| (0) | ||
| (0) |
Rating Breakdown
- Seller communication level
- Quality of delivery
- Value of delivery
Sort By
J jhon_bousouf

Switzerland
Working with Mouaad_Halimi on our LLM and RAG project has honestly been amazing. He didn’t just make something that works ,he pushed it way beyond what we ever expected. Before Mouaad joined, we tried working with someone else and things just weren’t clicking. The system was messy, the answers weren’t...
Up to $50
Price
3 days
Duration
Helpful?
