The Science Behind the Solution
Tellagence is a Contextual Intelligence company. Our AI framework is the product of years of original research — published on arXiv, co-developed with leading universities, and purpose-built for the problem every other tool has been unable to solve.
Most AI tools are wrappers. They take an existing large language model and build a layer on top. These can get you an answer, but they face some fundamental limitations: unpredictable outputs, poor performance on chaotic real-world data, and results that change every time you run the same query.
At Tellagence, we took a different path. Starting in 2011, Nitin Mayande and his team set out to build something the field didn’t yet have: a deterministic contextual intelligence framework. One that doesn’t have to guess, and can give you the same answer twice.
Up to 30% improvement in data quality. Verified across three independent datasets.
Your AI isn't confused. It just never had the right context.
Leveraging Weighted Syntactic and Semantic Context Assessment Summary (wSSAS) Towards Text Categorization Using LLMs
Published: arXiv, April 13, 2026
Authors: Shreeya Verma Kathuria, Nitin Mayande, Sharookh Daruwalla (Tellagence Inc.), Nitin Joglekar (Villanova University), Charles Weber (Portland State University)
A new deterministic framework for contextual intelligence that fixes the core reliability problem with AI-powered text analysis — and proves it works.
Ask your sentiment tool the same question twice. We'll wait.
Consistency Analysis of Sentiment Predictions Using Syntactic & Semantic Context Assessment Summarization (SSAS)
Published: arXiv, April 16, 2026
Authors: Sharookh Daruwalla, Nitin Mayande, Shreeya Verma Kathuria (Tellagence Inc.), Nitin Joglekar (Villanova University), Charles Weber (Portland State University)
The AI sentiment analysis you’ve been using gives different answers every time. Our contextual intelligence research measured the problem. Then we solved it.
Nitin Mayande
Co-Founder and CSO, Tellagence
Nitin Mayande has spent more than 15 years building AI that thinks more like a human. A Ph.D.-trained engineer and natural-born scientific explorer, he holds multiple patents on cutting-edge AI systems and has spent his career at the intersection of large-scale data, machine learning, and contextual understanding — including work at Nike and Intel.
The research on this page represents just part of an ongoing body of scientific work that forms the foundation of Tellagence’s contextual intelligence framework.
Want to see what contextual intelligence can find in your data?
The research is the foundation. Let us show you how the Tellagence tool can analyze your language-based data to reveal insights and strategic opportunities like never before.