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

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.

Agentic AI in Private Equity

Agentic AI

Private Equity

Agentic AI in Private Equity: How to Evaluate, Prioritize, and Scale AI Usecases

The word "agentic" gets attached to almost anything with a chat interface right now, so it's worth being precise about what it actually means before mapping it to the deal lifecycle. Three distinct levels get sold under the same word, and the difference between them is exactly where a vendor's claim tends to fall apart.

Private Equity AI License Spend: How to Audit, Rationalize, and Reduce Portfolio-Wide AI Costs

Artificial Intelligence

Private Equity

Private Equity AI License Spend: How to Audit, Rationalize, and Reduce Portfolio-Wide AI Costs

Private Equity Due Diligence

Artificial Intelligence

Private Equity

Technology Due Diligence Guide for PE Operating Partners

Every acquisition hides technology risk, including legacy code, brittle integrations, undocumented workflows, fragile data pipelines, and engineering practices held together by tribal knowledge. None of this appears in IMs or management decks, and none of it is quantified in the valuation.

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Case Studies

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

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

Drug profit insights

Rebate tracking

Inventory forecasting

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

Drop in CMS Reporting Time

Increase in Daily Encounters

Fewer Denied Claims

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

Reduction in Documentation Effort

For Initial Evals (down from 30)

Billing, scheduling, and compliance

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

Faster Billing Cycles

Boost in System Performance

Thought Leadership

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

From Exploration to Experience: Maximizing Generative AI Impact in Healthcare

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

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

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.

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Recent Coverage

What the world is saying about us — culture bets, growth, and recognition.

Latest Story

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

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