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Blogs

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

Token Hell: Why AI Coding Tools Aren't Moving Your Engineering Margins

License an AI coding assistant, roll it out to the team, wait for velocity to show up in the numbers. The first draft does come faster. That part is real, and it's also the entire extent of what changes on its own.
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AI-Native in 60 Days: The Org-Wide Transformation
Artificial Intelligence
Inside Ideas2IT
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AI-Native in 60 Days: The Org-Wide Transformation

We didn’t wait for AI transformation to happen to us. We built the system to make it real fast, governed, and organisation-wide.
What Is an AI-Native SDLC and How to Transform Your Engineering Organization
Artificial Intelligence
All Industries

What Is an AI-Native SDLC and How to Transform Your Engineering Organization

Your engineers are already using Cursor, Copilot, Claude Code, and other AI tools. But if requirements, architecture, development, testing, review, and release still operate the same way, you haven't built an AI-native SDLC. You've built an AI-augmented one.
Fine-Tuning Gemma 4 E2B with Unsloth: Complete Setup Guide
Artificial Intelligence
All Industries

Fine-Tuning Gemma 4 E2B with Unsloth: Complete Setup Guide

Fine-tuning Gemma 4 E2B with Unsloth on a free T4 GPU takes under 20 minutes and requires no paid compute. This guide covers the exact pipeline our team used: synthetic dataset creation, LoRA training, and Hugging Face deployment in a single Colab notebook.
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Case Studies

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

Siloed systems and reactive reporting made it impossible to track per-dispense margins, forecast inventory, or optimize rebates at scale.

Increased
Drug profit insights
Automated
Rebate tracking
Enhanced
Inventory forecasting
Challenge

Productivity gaps and MIPS compliance hurdles were hurting senior care providers. Manual workflows and reporting delays had to go.

25%
Drop in CMS Reporting Time
5%
Increase in Daily Encounters
25%
Fewer Denied Claims
Challenge

Therapists were bogged down by heavy documentation, draining time from actual care. The client needed a streamlined, compliant digital platform.

80%
Reduction in Documentation Effort
5-7 mins
For Initial Evals (down from 30)
Integrated
Billing, scheduling, and compliance
Challenge

Legacy systems were holding back performance, AI adoption, and workflow automation. The team needed a full-stack revamp.

75%
Faster Billing Cycles
40%
Boost in System Performance
Challenge

Siloed systems and reactive reporting made it impossible to track per-dispense margins, forecast inventory, or optimize rebates at scale.

Increased
Drug profit insights
Automated
Rebate tracking
Enhanced
Inventory forecasting

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 & CEO, Ideas2IT Technologies

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 & CEO, Ideas2IT Technologies

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.
Understanding Price Prediction Models for Business Success
Leader Speak
Karthikeyan Paramasivam
Lead Data Scientist, Ideas2IT

Understanding Price Prediction Models for Business Success

In the world of business, pricing decisions can make or break a company's success.

Newsroom

Recent Coverage
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What the world is saying about us — culture bets, growth, and recognition.
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Latest Story

Ideas2IT’s Bold Bet on AI-Powered Software Engineering and Employee Ownership

Read the entire coverage