Technology Numerical AI Large Numerical Models Large Language Numerical Models LNM vs LLM
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Technology Overview

Sriya.AI Technology Stack

Three layers of innovation: Numerical AI, Large Numerical Models, and Large Language Numerical Models for enterprise decision-making.

Our Technology Foundation

Sriya.AI builds on three core technology pillars that work together to deliver precision AI for enterprise workflows:

Numerical AI

The foundation of our approach. Numerical AI combines machine learning with structured data analysis to create models that predict and optimize business outcomes with measurable precision. Unlike general-purpose language models, Numerical AI is purpose-built for numerical prediction on enterprise data.

Large Numerical Models (LNMs)

By scaling Numerical AI principles to large datasets, we create Large Numerical Models that achieve enterprise-grade accuracy. LNMs are precision-indexed for structured-data prediction and optimization, combining the scale of modern AI with the precision of traditional numerical methods.

Large Language Numerical Models (LLNMs)

Our most advanced offering pairs Large Language Models (LLMs) with Large Numerical Models (LNMs). This combination allows for conversational, workflow-driven interfaces that sit on top of precision numerical engines. Users interact through natural language while the numerical model handles the decision logic.

How These Layers Work Together

Each layer builds on the previous one:

  • Numerical AI provides the predictive foundation for all downstream models.
  • Large Numerical Models scale this foundation to enterprise datasets while maintaining precision.
  • Large Language Numerical Models wrap LNMs with language interfaces, making them accessible through conversational workflows.
Key Difference from LLMs Alone: While general-purpose Large Language Models excel at text generation and broad knowledge tasks, Sriya.AI's approach pairs them with numerical engines. This ensures that where precision matters—in business decisions, predictions, and optimizations—the system relies on purpose-built numerical models, not language model inference.

Explore Our Technologies

Numerical AI

Machine learning and numerical methods for business prediction and optimization.

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Large Numerical Models

Enterprise-scale precision models for complex business decisions.

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Large Language Numerical Models

LLMs paired with LNMs for conversational, intelligent workflows.

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Applications in Ecommerce Solutions

Our technology stack powers four integrated ecommerce solution areas:

Obtain Order

Use LLNMs for conversational lead qualification backed by numerical scoring.

Execute Order

Deploy LNMs for demand forecasting and inventory optimization.

Fulfill Order

Apply numerical models to logistics prediction and route optimization.

Service Order

Use LLNMs for conversational support backed by customer prediction models.

See our technology in action

Request a demo →