Our projects

RAG Agent for Responding to Queries on Facebook Business page

Description: Designed and implemented a Retrieval-Augmented Generation (RAG) agent to manage and respond to user queries on a Facebook business page, focusing on customer inquiries about products and installment plans. The agent provides accurate and contextually relevant answers by leveraging a combination of retrieval-based and generative approaches.

Technologies Used: N8n, Python, PyTorch, Elasticsearch, Facebook Graph API.

Challenges: Integrating retrieval and generation models for seamless query handling and ensuring timely and contextually appropriate responses to diverse user queries.

Results: Enhanced user engagement and satisfaction by providing quick and accurate responses, leading to a 35% reduction in response time and a 20% increase in user interaction rates.

Bridgewater Joy Residence

Co-designed by the world-renowned architect James Smith, our Bridgewater Joy residences offer top views of the nearby lake Michigan. Perfect for a small family, a professional couple, or anyone looking to set up a home office.

white and black abstract painting
white and black abstract painting
Pleasantview Gem Inn

Not just pleasant on the outside, our Pleasantview Gem Inn properties are especially popular among families. With underground parking and floor-to-ceiling windows, there's no shortage of natural light or space.

worm's-eye view photography of concrete building
worm's-eye view photography of concrete building