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Field Notes from the Engineers Building,
Shipping, and Running Enterprise AI.

Plain talk on AI, data engineering, application development, and Microsoft Dynamics 365 from the people doing the work for real customers. What is working, what is not, and why.

We don’t build prototypes. We deploy production systems that operate inside real business workflows.

Blogs

Our Thoughts.
Our Perspectives.
and Technical Insights.

Explore insights, ideas, and technical perspectives from our teams across AI, data analytics, application engineering, and enterprise platforms. Our blogs share practical learnings, emerging trends, and real-world experiences to help you stay informed, think deeper, and build smarter, more effective solutions.
ETL migration to cloud
The Enterprise Guide to ETL Migration to…

Most businesses don’t realize their ETL problem until it’s already costing them, in delayed reports, failed pipelines, or a cloud bill that somehow keeps climbing. If you’re exploring ETL migration to cloud, you’re probably already feeling one of those pinches. Here’s…

Alice Feb 25, 2026
AI Voice Agents in Healthcare
AI Voice Agents for Healthcare: The Complete…

Healthcare has a communication problem. Every day, patients sit on hold. Front desk staff answer the same five questions on repeat. Appointment reminders go out late, or not at all. Physicians spend their evenings catching up on documentation that should have…

Alice Feb 18, 2026
HIPAA Compliant AI
How HIPAA Compliant AI Reduces Risk and…

Healthcare organizations are under immense pressure to adopt AI, to cut administrative costs, speed up clinical workflows, and improve patient outcomes. But the phrase “HIPAA compliant AI” is one of the most misunderstood terms in health tech today. Most vendors claim…

Alice Feb 18, 2026
RAG vs AI Agents
Choosing the Best ETL Tool for FTP…

On paper, moving data from FTP to Snowflake sounds simple. Files land on an FTP server. You pull them. Transform them. Load them into Snowflake. Done. In reality, that’s almost never how it plays out. Files arrive late. Columns change without…

Alice Feb 13, 2026
Computer vision
Top Computer Vision Development Companies in 2026

The global computer vision market is projected to reach $41.11 billion by 2030, growing at 19.6% annually. (Grand View Research) Behind that number, manufacturers, hospitals, logistics operators, and retailers are actively replacing manual visual processes with AI systems that run continuously…

Alice Feb 5, 2026
AI Automated Claims Management
AI Automated Claims Management To Improve Payer…

AI automated claims management improves payer efficiency by automating how claims are received, validated, adjudicated, and resolved. It does this by extracting data from documents and clinical notes, predicting claim accuracy and denial risk, applying payer policy during adjudication, and automatically…

Sundar Feb 4, 2026
How Can AI Patient Intake Transform Your…
How Can AI Patient Intake Transform Your…

AI patient intake is the use of custom automation, intelligence, and workflow design to collect, validate, and route patient information accurately across the intake patient journey, reducing operational friction, improving compliance, and accelerating access to care at scale making it one…

Alice Jan 29, 2026
AI Opportunities in Healthcare Workforce Planning and Optimization
AI Opportunities in Healthcare Workforce Planning and…

Healthcare leaders are facing unprecedented workforce pressure. Staffing shortages, burnout, rising labor costs, and unpredictable patient demand have made traditional workforce planning models increasingly unreliable. The opportunity isn’t simply hiring more staff or squeezing existing teams harder. It’s rethinking how workforce…

Alice Jan 28, 2026
ERP Implementation Costs: How to Budget for Microsoft Dynamics 365
ERP Implementation Costs: How to Budget for…

Implementing an ERP system is a transformative step for any business, and Microsoft Dynamics 365 sits among the top solutions for companies looking to streamline operations, gain real-time insights, and future-proof their processes. But before diving in, finance leaders often ask the same question

Emily Jan 22, 2026
A Leadership Guide to Descriptive Analytics in Healthcare for CXOs and Executives
A Leadership Guide to Descriptive Analytics in…

Healthcare organizations generate massive amounts of data daily, but leadership often struggles to turn it into actionable insights.  Descriptive analytics in healthcare provides a clear picture of patient outcomes and operational trends, complementing broader strategies in data analytics transforming patient care…

Alice Jan 20, 2026
How Microsoft Dynamics CRM Transforms Insurance Operations
How Microsoft Dynamics CRM Transforms Insurance Operations

Insurance operations don’t fail because teams lack effort.They fail because critical processes live in disconnected systems. Policy administration sits in one platform.Claims data in another.Customer interactions scattered across email, spreadsheets, and legacy tools. The result? Slower underwriting, inconsistent claims handling, frustrated…

Alice Jan 20, 2026
blog 1

5 keys Elements of a Modern Data Strategy: What Truly Drives Impact Inside Enterprise Environments

Couple of decades back, when “Big Data” was still trying to become a buzz word, my world revolved around Informatica workflows and Business Objects reports.  Massive ETL batch jobs
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cf blogs

Modern Web Application Development: Building the Future of Digital Experiences

Somewhere between writing APIs and deploying builds, we stopped calling them “web applications.” What we build today behaves more like living systems than static interfaces. They integra
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cf blogs

How AI Voice Agents Reduce Claim Denials and Accelerate Reimbursements

If you sit at the helm of an RCM operation today, you already know this: claim denials rarely start as financial problems, they start as workflow problems. Small workflow problems. They show
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cf blog

Automating Clinical Notes Summarization with NLP

Clinical documentation has quietly become one of the most powerful, and misunderstood, drivers of healthcare performance. It shapes care continuity.It determines reimbursement accuracy.It pr
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blog

What Is RAG in Healthcare and Why Is It Becoming the Trust Layer for Clinical AI

AI in healthcare has had a rocky ride. Every few months, a new model promises to “revolutionize” clinical workflows. But here’s the hard truth, most AI stumbles when it comes to docume
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Data Analytics in Medical Coding for Better RCM Performance

Data Analytics in Medical Coding for Better RCM Performance

If you lead a coding team or manage RCM operations, you’ve probably stared at a performance dashboard and felt something was off, but couldn’t point to exactly what. The reports
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AI Medical Coding Automation Powers RCM Workflows in 2026

AI Medical Coding Automation Powers RCM Workflows in 2026

In 2026, AI medical coding automation operates as an agentic control layer inside RCM workflows, not a code suggestion tool. It functions as part of autonomous AI agents for RCM, coordinatin
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cf blog

Top Data Analytics companies in India

In 2026, data is no longer a support function.It is the operating system of modern enterprises. Across industries, organizations are sitting on more data than ever, yet struggling to convert
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cf blog

How to Implement AI in Healthcare Claims Processing Without Disrupting RCM

Claims processing remains at the center of financial pressure for hospitals. Denials are no longer occasional, they’re now a systemic revenue risk. In 2025, 41% of U.S. healthcare provider
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