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Our take on all things tech, product, AI, and engineering culture.

Technology

Explore Data-Centric MLOps and LLMOps in Modern Machine Learning

Despite AI’s growing momentum, many senior leaders still await clear ROI. A recent industry survey reveals that 30% of Chief Data and Analytics Officers (CDAOs) struggle to measure the impact of data, analytics, and AI on business outcomes, highlighting a significant gap between investment and tangible results.

Understanding MLOps Lifecycle: From Data to Delivery and Automation Pipelines

MLOps and LLMOps

All Industries

Understanding MLOps Lifecycle: From Data to Delivery and Automation Pipelines

In a data-driven economy, CIOs, CTOs, and IT leaders face increasing pressure to move beyond prototypes and deliver scalable, production-ready machine learning (ML) systems.

Artificial Intelligence

All Industries

How to Establish an AI Center of Excellence

AI has become an integral part of business operations, with 78% of organizations now using it in at least one function, a significant rise from 55% just a year ago, according to McKinsey’s 2024 survey.

LLMOps vs MLOps: Key Differences and Evolution in AI Operations

MLOps and LLMOps

All Industries

LLMOps vs MLOps: Key Differences and Evolution in AI Operations

AI has evolved over the last decade, with large language models (LLMs) like GPT-4, BERT, and others setting new standards in natural language processing (NLP).

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Here’s something better: a window into how Ideas2IT thinks.

On LinkedIn we breakdown engineering AI copilots, rewriting infra at scale, and pressure-testing new tech long before it’s mainstream.

60,000+ founders, product, and engineering leaders show up every week.

Case Studies

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Structured customer stories highlighting solution thinking, engineering decisions, and outcomes.

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Challenge

Oncology clinicians struggled to find and apply the right treatment guidelines amid a flood of evolving protocols and fragmented documentation. Customization across institutions added more complexity.

60%

Reduction in Guideline Lookup Time

Streamlined

Care Decisions

30%

Custom Pathways Aligned with Institutional Protocols

Challenge

Manual, error-prone processes delayed patient-to-trial matching, leading to missed enrollments, slower timelines, and underutilized clinical programs.

40%

Reduction in Patient Matching Time

Real-Time

Predictions via AWS SageMaker + MolecularMatch

30%

Higher Enrollment Rates + Expanded Trial Access

Challenge

Data inconsistencies, missing fields, and anomalies in trial data risked delays, rejections, and regulatory setbacks, threatening both revenue and reputation.

40%

AI Models Flagged and Corrected Data Errors

CDISC SDTM

Compliance for Faster Approvals

30%

Reduced Review Time + Legal/Regulatory Risk

Challenge

Business users struggled to extract insights, relying heavily on IT to run reports and queries. This slowed decision-making and stalled response to market changes.

2.5x

Faster Business Decisions

NLP to SQL

for Self-Serve Reporting

Zero-code

Visualizations Drove Data Confidence Org-Wide

IdeaKits

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Curated artifacts designed for CIOs, CTOs, and platform leaders to accelerate clarity and execution across critical technology initiatives.

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IdeaKits

Solution Sheets

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Our solutions sheets distills our capabilities, approach and value in under 2 minutes of reading — fast, focused, and easy to share with your team.

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Solution Sheet

Engineering the Tech Stack Healthcare Payers Actually Need

From GenAI copilots for auditors to secure claims modernization, we help healthcare payers move beyond legacy vendors and fix what others avoid.

Solution Sheet

Legacyleap

Legacyleap turns decades of legacy code into clear documentation, clean architecture, and deployable outcomes.

Solution Sheet

Query Your BI Like You Talk to Your Team

DataStoryHub lets you ask your dashboards plain-English questions and get real-time, business-ready insights.

Thought Leadership

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Tap into the minds of our leaders and tech innovators as they share what it takes to push the boundaries of enterprise tech.

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From Exploration to Experience: Maximizing Generative AI Impact in Healthcare

Leader Speak

Murali Vivekanandan

Founder & Chairmen

From Exploration to Experience: Maximizing Generative AI Impact in Healthcare

As organizations strive to navigate the complexities of AI adoption and capitalize on its promise, the importance of strategic collaboration with seasoned partners becomes paramount.

We Are Yet To Tap The Real Potential of Gen AI for Enterprises

Leader Speak

Murali Vivekanandan

Founder & Chairmen

We Are Yet To Tap The Real Potential of Gen AI for Enterprises

In both business and tech circles, there's a widespread acknowledgment that Generative AI (Gen AI) marks a significant inflection point in technological advancement because it isn’t just a step forward but a leap into new possibilities.