01CONSULTING · LLM & RAG
Internal Document AI Assistant
Designed an end-to-end document retrieval system for a consulting firm, turning internal PDFs into a searchable and conversational knowledge base.
- PDF ingestion, cleaning and semantic chunking
- Embeddings, vector indexing and grounded answers
- Source retrieval designed for transparent responses
LLMRAGVector DBPython
02CUSTOMER SERVICE · AGENTS
Multi-Agent Customer Service Chatbot
Built a modular conversational architecture where specialized agents collaborate to understand requests and deliver the right response.
- FAQ, support and routing agents
- Conversational memory management
- Decision logic and agent orchestration
Multi-agentLLMMemory
03E-COMMERCE · DATA SCIENCE
Segmentation & Hybrid Recommendations
Developed a product data solution to better understand customer groups and generate more relevant product recommendations.
- K-means customer segmentation
- Content-based recommendation engine
- Cosine similarity applied to embeddings
K-meansEmbeddingsPython
04CONSTRUCTION · NLP
Business Data & Recommendation Corpus
Structured fragmented industry data with NLP and prepared a reliable corpus for a future recommendation chatbot.
- Data normalization and corpus preparation
- Intent taxonomy and matching logic design
- Foundations for conversational recommendations
NLPDataChatbot
05STRATEGY · BENCHMARKING
GenAI Use Cases & LLM Benchmark
Assessed high-value generative AI opportunities and compared open-source and proprietary models across deployment scenarios.
- Business use-case prioritization
- Quality, cost, latency and privacy comparison
- Cloud and on-premise deployment assessment
GenAILLM EvaluationCloud
06ARCHITECTURE · AUTOMATION
Business-Aligned AI Workflows
Designed practical AI workflows that connect business requirements with existing applications, data sources and IT constraints.
- Process analysis and automation mapping
- Integration points and architecture definition
- Security, maintainability and scalability planning
WorkflowsArchitectureAPIs
07KNOWLEDGE · ENTERPRISE AI
Enterprise Knowledge Assistant
Developed an LLM and RAG assistant that helps teams leverage internal documentation through natural-language questions.
- Knowledge-base ingestion and retrieval
- Context construction and answer generation
- Focus on useful, traceable business answers
RAGLLMKnowledge Base
08TRAINING · AI LITERACY
Introduction to Artificial Intelligence
Delivered accessible introductory sessions to help non-specialists understand AI capabilities, limitations and business applications.
- Core AI and generative AI concepts
- Practical examples and responsible usage
- Interactive discussion tailored to the audience
TrainingGenAIBusiness