OffNote Consulting Labs

OffNote Consulting Labs is founded by Dr. Nishant Sinha (Ph.D., Carnegie Mellon University, Ex-IBM Research).

We have helped companies with cutting edge AI technologies for more than a decade now:

  • building/training neural models (text, vision, speech) and applications
  • architecting solutions
  • building in-house Machine Learning teams
  • launch 0-1 SaaS products

In recent projects, we’ve helped clients build robust applications using Large Language Models (LLMs). We have deep experience with building enterprise-level RAG solutions. We blend the traditional information retrieval methods with modern multimodal vector embeddings and LLMs to build robust query answering systems.

  • Large Language Models
  • Retrieval Augmented Generation
  • Search / Recommendation systems
  • Querying over heterogeneous document repositories (PDF, Word, PPT files)
  • Conversational systems for Customer-service Automation.

Some of the business use cases we’ve worked on:

  • personalized content writing
  • extract structured product data insights
  • interactive conversations with legal/insurance documents
  • multi-phase report generation systems over heterogeneous, access-controlled, enterprise knowledge bases.

We understand the intricacies of state of the art LLM models, prompting and fine-tuning techniques. Have helped clients develop complex RAG solutions and agentic workflows. We take great pride in our iterative approach to refining the solution until deployment, guaranteeing that it aligns perfectly with your businesses’ objectives.

Read more about our past projects and modes of engagement here.

Ragpipe

Existing RAG / agentic frameworks lack flexibility and fundamental primitives to enable fast experimentation during solution design and generalization to complex real-life use cases. Armed with the knowledge of building practical data-driven insight discovery solutions for our clients, we are building Ragpipe, a lean RAG framework to enable fast setup and iteration of agentic RAG pipelines on your data. The flexibility of Ragpipe allows getting to desired answers for your queries much faster than other popular frameworks.

Experiment with our early release and join our Discord community to learn more and contribute.

OffNote Research

AI research serves as the backbone of the current technological revolution, fueling advancements that redefine human interactions and driving innovation that reshape industries in unprecedented ways.

We created OffNote Research to fulfil multiple goals:

  • a home for independent researchers and builders to innovate without constraints
  • experiment with cutting-edge AI research and build novel prototypes
  • deconstruct AI research to make it more consumable and disseminate our findings.

Learn more about OffNote Research here.