Most AI Pilots Stall in Development. Here’s How One Made It to Production.
DATA ANALYTICS · APPLIED AI · JUNE 2026 Most AI Pilots Stall in Development. Here’s How One Made It to Production. How an agentic AI architecture, rigorous evaluation discipline, and production-grade engineering shipped a public-facing healthcare data chatbot for a state government and what it means for enterprise AI teams everywhere. Author: Mitch Quinn, Director of […]
Iris Pricing Solutions Endorses X by 2’s Choreo-ED as a Breakthrough in Fixing ED Overcrowding

X by 2 is pleased to announce that the Anticipated Emergency Department Discharge (AEDD) model for Choreo-ED has successfully passed clinical validation, marking a major milestone in advancing hospital operations and patient flow management.
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Choreo-ED’s Anticipated Emergency Department Discharge (AEDD) Model Achieves Clinical Validation with 95% Precision

X by 2 is pleased to announce that the Anticipated Emergency Department Discharge (AEDD) model for Choreo-ED has successfully passed clinical validation, marking a major milestone in advancing hospital operations and patient flow management.
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X by 2 Announces Launch of Patient Flow Tool — Choreo-ED™

Farmington Hills, MI — Healthcare technology consulting firm X by 2 announced the launch of its innovative patient flow tool, Choreo-ED.
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A Hybrid Approach to Legacy Modernization
Healthcare | Case Study How a buy and build approach is helping one insurer improve user experience, optimize processes and enable future innovation. The Client The Michigan Education Special Services Association (MESSA) is one of the largest nonprofit health insurance and benefits administrators in the state of Michigan. Working closely with large insurers and benefits […]
Core System Integration

Healthcare | Case Study Leadership for the execution of an enterprise integration strategy, including the design and development of enterprise services. The Client An East Coast Not-for-ProfitHealth Insurer The Business Objective In order to keep up with the rapidly changing healthcare and health insurance landscape, our client – an east coast not-for-profit health insurer, had […]
Proactive Care Management with Predictive Modeling

Healthcare | Case Study The possibilities with artificial intelligence (AI) are vast, yet healthcare payers and providers still struggle to determine how, when and where AI can make a true impact within their organization. Given the unique gaps and opportunities in chronic care management, predictive patient admission and care intervention may be the best places […]
A Hybrid Approach to Legacy Modernization

Healthcare | Case Study How a buy and build approach is helping one insurer improve user experience, optimize processes and enable future innovation. The Client The Michigan Education Special Services Association (MESSA) is one of the largest nonprofit health insurance and benefits administrators in the state of Michigan. Working closely with large insurers and benefits […]
Enabling Enterprise Data Analytics

Healthcare | Case Study Re-envisioning and rearchitecting our client’s core foundation to improve data synchronization, stability and time-to-insight. The Client A value-based healthcare services company specialized in workers compensation claims and case management. They solve catastrophic, complex healthcare challenges while putting the lives of injured workers and their families first. The Business Objective Our client’s […]
Zero to Revenue: Innovating Workers’ Comp Care Management

Healthcare | Case Study Our client wanted to deliver best-in-class workers’ compensation services at a lower cost. Six months later, we helped them double their billing output. The Client A startup in the workers’ compensation field, our client envisioned high quality specialty case management — delivering the right care, at the right time and at […]