Large Language Models (LLMs) & Small Language Models (SLMs)

Large & Small Language Model Solutions for Enterprise-Grade AI

Enterprises are increasingly adopting language models to automate knowledge work, enhance customer interactions, and support better decision-making. However, generic large language models often introduce high costs, data security risks, and governance challenges when deployed at scale.

Large Language Models (LLMs) and Small Language Models (SLMs) enable controlled, enterprise-grade AI that balances accuracy, performance, cost, and data security. MOURI Tech builds LLMs and SLMs from the ground up or customizes existing architectures, delivering scalable, governable AI across on-premise, cloud, and hybrid environments.

MOURI Tech Implementation Approach

Use Case Discovery & Model Strategy

Identify high-impact business use cases and define the optimal mix of LLMs and SLMs based on accuracy, latency, cost efficiency, and data sensitivity.

Model Selection & Customization

Design and build LLMs and SLMs from scratch or select leading foundation and lightweight open-source models, and tailor them using enterprise-specific data, architectures, and performance requirements.

RAG & Knowledge Grounding

Enhance model responses through Retrieval-Augmented Generation (RAG), prompt engineering, and integration with enterprise knowledge sources.

Domain-Specific Fine-Tuning

Improve model accuracy and relevance through custom training and fine-tuning using proprietary, domain-aligned datasets while maintaining strict data controls.

Secure Deployment & Integration

Deploy custom-built or fine-tuned LLMs and SLMs within enterprise-approved infrastructure and seamlessly integrate with existing applications, APIs, and workflows.

Monitoring & Governance

Continuously monitor performance, cost, security, and compliance while optimizing models to ensure long-term reliability and scalability.

Key Features

LLM & SLM Strategy and Advisory

Expert guidance to select the right models aligned with business objectives, performance needs, and cost constraints.

Custom LLM & SLM Development

Design, train, fine-tune, and deploy language models from scratch or hybrid architectures based on enterprise data, performance goals, and governance needs.

Domain-Specific Fine-Tuning

Enhance outcomes using proprietary enterprise data while preserving privacy, security, and compliance.

Business Advantages

Optimized Cost & Performance

Balance accuracy and efficiency by deploying SLMs where large models are unnecessary, reducing inference costs.

Enterprise-Grade Security

Protect sensitive data through private deployments, controlled access, and compliance-driven AI architectures.

Enterprise Data Customization

Deliver domain-specific, high-accuracy outputs using fine-tuning and Retrieval-Augmented Generation (RAG).

MOURI Tech Value Proposition

Turn Custom-Built Language Models into Scalable Business Assets

Apply LLMs and SLMs with control, efficiency, and enterprise-grade reliability

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