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Latest Story
Ideas2IT’s Bold Bet on AI-Powered Software Engineering and Employee Ownership
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Content Type
Data Engineering
BI & Analytics
Private Equity
What It Takes to Operationalize AI Portfolio Monitoring Across Portfolio Companies
Ask any operating partner relying on AI in private equity portfolio monitoring for real-time performance visibility, and they will show you a dashboard. Look at the data feeding it, and you will find numbers that are six weeks old assembled from a spreadsheet the CFO emailed on the last day of the prior month, mapped by hand to a template the fund created three years ago.
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App Development
Healthcare
How to Reduce Alert Override Rates in Clinical Decision Support Systems
Most CDSS implementations attribute high override rates to alert fatigue or change management failures. Both explanations are correct as symptoms and wrong as diagnoses. Alert fatigue is a signal quality problem. When 92.7% of alerts in a system are not clinically appropriate, [3] no amount of UX improvement or clinician training recovers trust.
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On LinkedIn we breakdown engineering AI copilots, rewriting infra at scale, and pressure-testing new tech long before it’s mainstream.
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
