Resource library

Why POCs Stall & the Real Causes of Slow Progress

Great ideas often get stuck in pilot. From unclear success metrics to weak data foundations and missing ownership, here’s why POCs stall—and what it takes to fast-track them into production.

Industry: Financial Services & Banking

Powering the Future of Small-Business Lending

Bank313 and Calibo introduce an AI-powered lending platform that transforms underwriting — combining automation, data intelligence, and human oversight to make credit access faster and smarter.

Composable Architecture | Data | MLOps/AI

From AI Pilots to AI Products: Why So Many AI Pilots Stall

Most AI pilots “work”… until they have to work with everything else.   The model looks great in a notebook; then it collides with data quality, access controls, identity, environments, approvals, SLAs, and somebody’s quarter-end release freeze.  This is the POC graveyard: where clever prototypes go to wait for a platform that never arrives, or for…

Fast-tracking data initiatives from prototype to production – Part 1

Summary This blog will go through four core solutions for scalable innovation. Most data and AI pilots end up in the “POC graveyard,” never scaling to production or delivering ROI. The problem isn’t the technology—it’s the lack of strategy, data readiness, ownership, and focus. Common pitfalls include unclear success metrics, poor-quality data, scattered pilots, and…

Implementing cloud guardrails without slowing down delivery – Part 2

Implementing cloud guardrails requires a combination of process changes and enabling technology.   Here are some best practices to ensure your guardrails truly empower teams rather than hinder them.

Data orchestration: why modern enterprises need a data orchestration platform 

Data is pouring in from myriad sources—cloud applications, IoT sensors, customer interactions, legacy databases—yet without proper coordination, much of it remains untapped potential. This is where data orchestration comes in.