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$
USD
I will an azure ai search rag pipeline for your documents
ankit_sajwan
About this gig
I will design and implement a Retrieval-Augmented Generation (RAG) pipeline using Azure AI Search to help users ask accurate, source-grounded questions over your documents.
This Gig is suitable for internal knowledge assistants, policy/document search, customer-support copilots, enterprise chatbots, and semantic search applications.
I can help with:
- Document ingestion and chunking strategy
- Azure AI Search index design and configuration
- Vector, keyword, hybrid, and semantic retrieval
- Azure OpenAI integration for grounded answers
- Metadata filters and document-level access controls
- Citation and source-link generation
- Prompt design and retrieval tuning
- Evaluation for relevance, groundedness, latency, and cost
- Python API implementation and deployment guidance
You will receive clean, documented code and setup instructions. Azure usage charges, Azure OpenAI costs, and search-service costs remain under the clients Azure subscription.
Please message me before ordering for production multi-tenant systems, regulated data, SSO integration, custom agents, or large document estates.
Get to know ankit_sajwan
ankit_sajwan
Scale you ideas to production with me
- FromIndia
- Member sinceNov 2020
- Avg. response time1 hour
Languages
English
I'm a Machine Learning Engineer with over 6 years of experience building and deploying end-to-end ML solutions across diverse industries including Finance, Consumer Packaged Goods (CPG), and Insurance. My work spans from research and prototyping to production-grade pipelines in cloud environments.
I specialize in designing scalable machine learning systems, performing data-driven problem solving, and deploying models via MLOps best practices. My professional journey includes impactful collaborations with Fortune 500 companies and startups alike, delivering models that improve decision-making,
Other AI Development Services I Offer
FAQ
What is RAG?
RAG retrieves relevant source content before generating an answer, improving factual grounding and allowing responses to cite your documents.
Do you provide Azure credentials?
No. You provide limited Azure access, a development subscription, or I provide deployment instructions for your team.
Can you connect SharePoint, Blob Storage, PDFs, or Word files?
Yes. Please contact me first so I can confirm the ingestion scope and access method.
Will the chatbot cite its sources?
Yes. The Standard and Premium packages include source-aware responses and citations where the data supports them.
Can you build an agentic RAG system?
Yes, but multi-agent workflows, tool integrations, and production governance are best handled through a custom offer.
Will Azure costs be included?
No. Azure AI Search, Azure OpenAI, storage, and hosting costs are billed directly to your Azure subscription.
