Similar client projectsExamples of similar projects
delivered for other clients.
Representative and anonymized examples of previous client work. They show the types of similar projects I can design and develop.
Challenge
Valuable knowledge was distributed across internal PDF documents, making it slow to locate and reuse information through conventional folder and keyword search.
Solution
Designed the retrieval workflow: PDF ingestion, cleaning, semantic chunking, embeddings and vector indexing. Defined how retrieved context would ground generated answers.
Engineering focus
Chunk quality, retrieval relevance, source traceability and an architecture that could evolve as the internal corpus grows.
Challenge
Customer conversations covered different intents and required distinct response strategies rather than a single general-purpose prompt.
Solution
Created an architecture with specialized FAQ, support and routing agents, conversational memory management and decision logic for handing requests to the appropriate capability.
Engineering focus
Clear agent responsibilities, predictable routing, context management and a modular design that could accommodate additional service flows.
Challenge
Product and customer data needed to be turned into useful audience groups and relevant recommendations.
Solution
Applied K-means to create customer segments and developed a hybrid content-based recommendation approach using embedding representations and cosine similarity.
Engineering focus
Feature preparation, interpretable clusters, recommendation relevance and a clear connection between the analytical work and e-commerce use cases.
