Blogs

Building a Salesforce Agent Using Model Context Protocol on AWS ECS

When integrating Salesforce with conversational interfaces like WhatsApp or Email, the challenge isn't just in exposing APIs — it's in orchestrating u

Building Self-Evolving LLM Agents on AWS

This blog series explores the design and implementation of self-evolving LLM agents on AWS. The primary use case is an LLM-powered agent that handles

Multi-Agent Orchestration Using Step Functions on AWS

Over the last few posts, we laid the foundation for a scalable, multi-agent LLM system on AWS. But what happens when multiple agents need to collabora

Secure LLM Router on AWS with NeMo GuardRails, Lambda, and API Gateway

This blog explores the design and implementation of a Secure LLM Router on AWS. The Router serves multiple LLM models (OpenAI, AWS, Azure, Google Clou

Avoiding the “Easy AI” Trap: Real Engineering vs. Illusion of Execution

How LUMIQ's co-founder avoided the \"Easy AI\" trap—engineering an AI system that outperformed default tools with 41% cost savings and 2x performance.

LUMIQ Named Employer of the Year 2025 at India HR Summit & Awards

LUMIQ named Employer of the Year 2025 at the India HR Summit & Awards for its people-first culture, on-demand career growth, and inclusive ESOPs.

LLMOps, Governance, and Observability: The Triad for Responsible & Effective AI

Discover how LLMOps, governance, and observability form the essential triad for scaling LLMs responsibly. Learn how LUMIQ helps enterprises build trus

Redefining Insurance Operations: LiteCone Makes Its Mark at India Insurance Summit & Awards 2025

At India Insurance Summit & Awards 2025, LUMIQ unveiled LiteCone AI agents that cut underwriting to seconds, reduce costs 20x, and power smarter decis

Reimagining Provider Management: The Rise of Provider 360 in India’s Health Insurance Ecosystem

How Provider 360 helps Indian health insurers unify provider data, boost decisions, detect fraud, and improve experience—on a modern data & AI stack.

The New Collections Imperative: How Data & AI Are Rewriting the Collections Story

Discover how AI and Gen AI revolutionize banking personalization through Customer DNA and Next Best Offer, enhancing customer engagement and trust.

Hyper Personalization in Banking With AI

Discover how AI and Gen AI revolutionize banking personalization through Customer DNA and Next Best Offer, enhancing customer engagement and trust.

Rethinking Transaction Fraud in a Real-Time World

Explore how LUMIQ's FraudGuard leverages real-time, context-aware, and scalable solutions to combat evolving transaction fraud in today's digital paym

Prompt-Based Development: The Current Landscape and Path to Full Autonomy

Explore the evolution of prompt-based front-end development—from AI-driven UI generation and prompt management to emerging automated testing—Read the

AI Knowledge Workers: LiteCone Launch Transforms Insurance at AWS AI Conclave 2025

Discover how LiteCone, launched at AWS AI Conclave 2025, revolutionizes insurance automation with agentic AI—cutting underwriting time and costs drama

Precision Matters: Mastering Data Deduplication to Elevate Customer Experience

Discover the strategic importance of data deduplication in delivering exceptional customer experiences. Learn key insights to unify data and enhance p

From Coding Instructions to Coding Intent: The Future Evolution of Application Development

Read this blog to discover how prompt-based development transforms software development with AI-driven automation.

From Hallucinations to Accuracy: Augmenting LLMs with Traditional ML Techniques

Discover how combining Large Language Models with traditional machine learning reduces AI hallucinations and enhances accuracy.

Getting Started with SageMaker Unified Studio: A Step-by-Step Guide for Generative AI Application Development

Learn how to create generative AI applications with Amazon SageMaker Unified Studio. Follow our step-by-step guide for effective AI app development an

Amazon SageMaker Unified Studio 2024: Key Updates, New Features, and Why It’s Better

Discover the 2024 updates to Amazon SageMaker Unified Studio. Explore new features that enhance data analytics, AI governance, and generative AI for e

Supercharge Your Analytics with the New Amazon S3 Table: A Step-by-Step Guide

Learn how to boost query speed by 3x with Amazon S3 Tables. Our step-by-step guide covers setup, integration, and best practices for leveraging Apache

[Updated] Reference Architecture for Agents & RAG

Explore our reference architecture for Agents & RAG. Learn how scalable AI solutions integrate marketplace agents, custom models, and orchestration. T

Driving Seamless Data Collaboration with AWS Clean Rooms

Securely analyze cross-platform datasets without moving data. AWS Clean Rooms enables seamless, compliant insights across Snowflake, Athena, and beyon

Revolutionizing Data Lakes with Amazon S3 Tables

Revolutionize data lakes with Amazon S3 Tables: Optimize queries, automate maintenance, ensure ACID compliance, and enhance analytics with seamless AW

​A Practical Guide to RAG for Business Leaders

Meta Description: Read this blog to explore how Retrieval-Augmented Generation leverages AWS services to enhance decision-making & deliver context-awa

Demystifying RAG for Business Leaders

Discover how Retrieval-Augmented Generation (RAG) transforms large language models, minimizing hallucinations and providing accurate, context-aware in

The Rise of PRYZM: Transforming Data Reliability and Observability

Explore how PRYZM tackles data reliability challenges with unified governance, AI-powered observability, and end-to-end lineage for trusted, actionabl

How to build Trust in your data with Data Lineage?

Discover how data lineage can enhance data reliability, compliance, and decision-making. Learn how PRYZM elevates data trust with observability and qu

7 Warning Signs Your Data Pipeline Is Failing—and How to Fix It

Spot the seven signals that your data pipeline is breaking down - and the fixes that restore reliable, trustworthy data.

How Bad Data Costs Businesses: From Missed Opportunities to Lost Revenue

Poor data quality costs businesses $12.9M annually. How bad data drives missed opportunities and lost revenue.

The Hidden Costs of Poor Data Quality: What Every Business Needs to Know

Gartner puts the cost of poor data quality at $12.9M a year. Where those losses hide, and how to stop them.

The Looming Failure of LLM Investments: What You’re Missing

Enterprises are rushing into generative AI. Why data platforms and observability decide whether LLM investments succeed.

Cost Optimization with FinOps on Google Cloud

Creating a Batch Data Pipeline on GCP with Dataflow

Unlocking Insurance Data to Generate Value: Insights from Dobi

Insights from LUMIQ Co-Founder Vaibhav Dobriyal at the India Insurance Summit & Awards on unlocking insurance data.

Decoding the Art of Recovery: Data-driven Collection for Banks and NBFCs

How data and AI are transforming loan recovery - helping banks and NBFCs cut NPAs and collect faster at lower cost.

Mastering TCO in the Cloud with Data Analytics & AI/ML: Key Learnings from the LUMIQ & AWS Roundtable

Key learnings from the LUMIQ and AWS roundtable on cutting cloud costs while improving data quality and uptime.

Re-inventing Corporate Loan Underwriting: Garnering Critical Insights from Annual Reports (Part 1)

Everything 360: Unleashing Data's Full Spectrum in the Insurance Sector

68% of insurers cannot realise measurable value from data. How a 360-degree data view changes insurance operations.

Maximizing Business Potential with Modern Data Platforms

How modern data platforms drive decisions, personalise experiences and unlock measurable value at enterprise scale.

Ensuring Data Reliability: Mastering Data Observability in Modern Platforms

Data observability is now a strategic necessity. How to monitor modern data platforms and guarantee reliable data.

Mastering Unstructured Data Pipelines for Enhanced Enterprise Efficiency

Unstructured data is 80-90% of enterprise data. How to build pipelines that turn it into usable business insight.

Data Platform Project Failure: Key Challenges and Effective Solutions

Gartner estimates most data platform projects miss their goals. The key challenges - and practical ways to avoid them.

Ready-Made Data Connectors for Swift Data Value Realization

Over 80% of enterprises struggle with integration. How ready-made data connectors shorten the time to data value.

The Data Maturity CXO Exchange, Indonesia: A Comprehensive Look Back

Highlights from the LUMIQ and AWS Data Maturity CXO Exchange in Jakarta - insights from industry leaders on data maturity.

Streamlining Health Insurance Claims Processing : Tariff Digitization and Standardization

AI-driven intelligent document processing turns health claims paperwork into structured, standardised, usable data.

Streamlining Health Insurance Claims Processing : Tariff Digitization and Standardization(Part 2)

Part 2: how tariff digitization and standardization streamline health insurance claims processing with document AI.

Automating Customer Onboarding with Lumiq’s Document AI and Amazon Textract

How LUMIQ's Document AI and Amazon Textract automate onboarding and KYC for Indian banking and insurance firms.

Redefining Possibilities with Gen AI

Customer expectations are rising fast. How generative AI helps enterprises meet them with speed, personalisation and scale.

Jenkins Pipelines as CI and Argo CD as CD for Kubernetes Deployments

Automate Kubernetes deployments end to end using Jenkins pipelines for CI and Argo CD for GitOps-style continuous delivery.

Boost Your Testing Efficiency with Playwright: An In-depth Look at the Automation Tool

An in-depth look at Playwright - how the automation tool speeds up reliable end-to-end testing for modern web applications.

LUMIQ and Databricks Forge a Powerful Partnership: Redefining Data Analytics for Financial Institutions

LUMIQ partners with Databricks to redefine data analytics for financial institutions and turn transaction data into insight.

Data-Driven Destiny: Unveiling Insights at The Data Maturity CXO Exchange, Singapore

Insights from the Data Maturity CXO Exchange in Singapore on unlocking the full potential of enterprise data.

The Future of Personalized Marketing Through Generative AI

How generative AI enables authentic, personalised marketing at scale - and why standard campaigns are losing effectiveness.

Transforming Retail Churn with Predictive Analytics

Retailers operate in a highly competitive environment. Moreover, technology allows information-savvy consumers to access details of products and best

Data First Paradigm for Enterprise Apps

Until very recently, enterprise applications had a particular modus operandi. Almost all of them started with business processes and focused on how to

Agile in Action — Big Data Projects

Big data has been ‘in’ and booming for the last few years. While some organizations still maintain a level of skepticism, others are quick to jump onb

Make loosely coupled Applications with Apache NiFi

Once upon a time (well, three years from 2018 to be precise) one of our solutions looked like this:

Optimizing EMR Usage: Smart Integration with Nifi

Once upon a time, we used to run a lot of Spark Jobs on EMR. We used NiFi to submit jobs to EMR cluster using the spark-submit command. NiFi knew wher

Transforming Data Challenges: How Visual Problem-Solving Works

The human mind is not very comfortable with statistics or calculations. Give it some calculations and your pupils will dilate. Don’t believe me — try

Data Platform Modernization: Pioneering Next-Gen Analytics

The first wave of analytics started with managers needing information about how the business was operating. The analytical output produced was reports

How To Turn Data Into Data Products?

In the digital age, data is often referred to as the new oil. However, raw data, just like crude oil, has limited value until it's refined and transfo

Thriving People Culture: 4 Key Elements for a Future-Forward Approach

There’s a lot more to GenZ than a group of people who live their life digitally and are always ‘woke’ with the awareness of what’s happening around th

Learning Work-Life Balance: 7 Lessons from the 90s

This article is authored by Sneha Pandey, HR Manager at Lumiq. She discusses her experiences in promoting work-life balance in a growing startup. Whil

Data Audits for IPOs, Mergers: How FSIs Prepare for Changes

In the Financial Services and Insurance (FSI) space, mergers and consolidations are commonplace where two or more symbiotic brands consolidate or merg

Reinventing Corporate Loan Underwriting: Insights from Annual Reports

This article is co-authored by Abhishek Sharma(Data Scientist), Misha Rana (Data Scientist), and Sampurn Rattan(Data Scientist) working at the Lumiq R

Continuous Deployment: Speeding Software Delivery and Agility

Businesses, these days, constantly seek ways to deliver software faster, enhance customer experiences, and stay ahead of the competition. Continuous D

Agile, Fragile, and Iron Fist: Mastering Branching Strategies

In the dynamic realm of software development, the quest for an effective branching strategy is akin to wielding a powerful tool to tame the wild curre

Secure CI/CD on AWS: Building Financial Sector Pipelines

Continuous Integration and Continuous Deployment (CI/CD) pipelines play a pivotal role in accelerating delivery, enhancing collaboration, and maintain

Getting Started with AWS DevOps on Amazon EKS

In today’s fast-paced world of software development, DevOps has become a driving force behind efficient and agile workflows. The integration of develo

Data Pipeline Monitoring: Best Practices You Must Know

Data pipelines are crucial for modern data-driven companies, enabling the seamless transfer of data from diverse sources to target systems like Data W

Data Democratization: Turning Knowledge into Business Dictionary

Any unwritten information that is not commonly known by others within a company. This term is used most when referencing information that may need to

Data Quality in Finance: Impact of Unreliable Data

Financial institutions are both blessed and burdened with an enormous amount of data.

Data Architecture 101: Mesh vs Fabric vs Data Platform

Changes in the current market trends are forcing FSI enterprises to pivot...

Banks & Metadata: Crafting Immersive Customer Experiences

Banks play a pivotal role in providing essential financial services to customers. From managing paychecks and savings accounts to facilitating bill pa

Recommendation Engines, Customer Insights, and Next Best Action (NBA): How Banks are reimagining CX

Banks Innovating CX: Insights and Next Best Action

Changes in the current market trends are forcing FSI enterprises to pivot...

FSI Data Platforms: Future-Ready Data for Financial Operations

Changes in the current market trends are forcing FSI enterprises to pivot...