RAG vs Fine-Tuning: Which AI Approach Is Best for Enterprise LLM Applications?
About the Author

Pranav Lakhani

CTO | NextGenSoft

Pranav brings over 20 years of expertise in software development and design, specializing in delivering enterprise-scale products. His unique ability to manage the entire product lifecycle ensures innovation and technical excellence across every project.

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More insights from Pranav Lakhani

01-RAG vs Fine-Tuning LLM Model
LLM Integration, Rag Development

RAG vs Fine-Tuning: Which AI Approach Is Best for Enterprise LLM Applications?

July 3, 2026

Various enterprises worldwide are quickly using large language models (LLMs) to enhance customer service, operations, and decision-making. A survey of several companies indicates that around 75% of large organizations are already using Generative AI, with typical increases in productivity between 20%-40% on knowledge-intensive tasks. For many leaders, one of the big decisions they encounter when […]

Pranav Lakhani
01-Cloud-Native Application Development
Cloud Architect, Cloud DevOps

Cloud-Native Application Development: Benefits, Challenges & Best Practices

June 26, 2026

In 2026, cloud-native application development will become one of the top strategies for companies. According to analyst firms, many companies that adopt cloud-native methods realize an average of 50% faster time-to-market, 30-40% lower infrastructure costs, and far higher availability of their applications.   The worldwide cloud-native market is predicted to grow tremendously over the next few […]

Pranav Lakhani
Cloud Architect

How Cloud Business Intelligence Solutions Drive Enterprise Success in 2026?

June 9, 2026

In today’s competitive environment, companies are generating massive amounts of data every day. However, many are still struggling to turn this data into timely and effective information to assist them in achieving their goals. By using commercial cloud business intelligence, organizations in the USA can access and deliver any information from around the globe. This […]

Pranav Lakhani
01-Guid to build AI Agent on AWS MCP Server
Agentic AI, AWS

AWS MCP Server: Complete Guide for Building AI Agents on AWS

May 29, 2026

Companies are seeking ways to create intelligent AI agents that can communicate with cloud resources in a safe and efficient manner. With the AWS MCP Server, organizations can create AI agents that connect to AWS and quickly and securely access information. The purpose of this document is to explain the AWS MCP Server, how it […]

Pranav Lakhani
How Agentic AI Transforming Your Business
Agentic AI, Artificial Intelligence

Agentic AI Systems: Types, Architecture & Enterprise Use Cases

May 22, 2026

Today’s businesses are looking for more sophisticated ways to automate processes requiring multiple complex steps. An Agentic AI system can provide just such functionality. An Agentic AI system not only functions as a chatbot or performs basic automated tasks, but also enables AI to obtain and understand data about its environment and surroundings. Think logically […]

Pranav Lakhani
Artificial Intelligence, Generative AI

Understanding Agentic AI: Benefits, Functionality & How It Differs from Traditional AI

June 16, 2025

Artificial Intelligence (AI) is quickly evolving, and Agentic AI is the latest advancement disrupting the AI ecosystem. While traditional AI models are reactive and typically focused on specific tasks (i.e., a narrow assignment), Agentic AI systems are meant to act as agents that can take independent action, can exhibit initiative, and can responsibly and intentionally […]

Pranav Lakhani
MLOps Best Practices
Artificial Intelligence, DevOps

MLOps Best Practices: Scaling Machine Learning Applications with Confidence

June 16, 2025

The traditional software world has been altered by technology like Artificial Intelligence. While deploying machine learning (ML) models into production is relatively simple, the long-term maintenance, monitoring, and scaling of that model is where the real work comes into play—and this is when Machine Learning Operations, or MLOps, becomes relevant. MLOps is more than just […]

Pranav Lakhani
DevOps with AI
Artificial Intelligence, DevOps

Mastering DevOps with AI: How Artificial Intelligence Is Revolutionizing Software Delivery

May 12, 2025

In today’s fast-paced digital world, DevOps automation with AI is emerging as a transformative force in software development and IT operations. By fostering collaboration between development and operations teams, DevOps enables faster, more reliable, and higher-quality software releases. But as delivery pipelines grow increasingly complex, intelligent automation becomes essential—and that’s where Artificial Intelligence (AI) steps […]

Pranav Lakhani
Cloud Service Provider
DevOps

How to Choose the Best Cloud Service Provider for Your Business: A Complete Guide

April 24, 2025

As organizations navigate the digital landscape, many are transitioning to cloud-based solutions to achieve flexibility, scalability, and operational efficiency. ​Cloud Service Providers (CSPs) offer businesses the ability to store data, run applications, and utilize IT resources online. Assess Your Business Needs with ​Cloud Service Providers Before exploring options, clearly define your organization’s requirements. Are you […]

Pranav Lakhani
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Topics Pranav Lakhani writes about

Artificial IntelligenceDevOpsThought LeadershipGenerative AIAgentic AIAWSCloud DevOpsDevSecOpsCloud ArchitectLLM Integration