Why AI Pilots Fail to Scale in Enterprises
Why it matters: Most enterprise AI pilots never reach production. Here is why they stall and the data, governance and change moves that let the rare ones scale.
AI strategy
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Planning for AI Induced Economic Volatility
Enterprise deployments of large language models and agentic workflows are shifting from experimental pilots to core infrastructure. In 2025, enterprises piloted AI. In 2026, they are going to production and, in 2027, they will scale. As organizations go to production, the company focus is on operational efficiency and infrastructure cost optimization. However, enterprise leaders must
ManageEngine User Conference Bengaluru – Vision 2026, AI Focus & Leadership Connect
Hi, I’m Karthi, QA Manager, and I recently had the opportunity to attend the ManageEngine User Conference in Bengaluru (Feb 19–20), along with our VP of Sales, Sriram. I went in expecting a typical technology conference — product announcements, feature updates, and technical discussions. I came back with something far more meaningful. Perspective. This wasn’t
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What is An AI Strategy and Why Every Business Needs One
This article discusses what an AI strategy means, the different types of AI strategies that you should know about, and how as a leader you can get started with an AI strategy. Table Of Contents What Is An AI strategy?Why Do Businesses Need an AI Strategy?Product Level AI StrategyBusiness Unit Level AI StrategyOrganizational Level AI
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3 Strategic Mistakes Leaders Can Easily Avoid When Thinking About AI Integration
Several years ago, a product manager at a tech company had a data collection problem: to scrape software security vulnerability data from multiple web sources, consolidate the vulnerabilities and store them in a database.As this was an automation problem relating to data, the product manager (PM) immediately concluded that this was a machine learning problem.
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4 Business AI Predictions for 2022-2023
AI as a field, especially in the context of real-world applications, has been progressing at a rapid pace. This has been further accelerated by the onset of the COVID-19 pandemic. In fact, AI was found to be the most discussed technology in 2021. Having worked with numerous clients, big and small, in the integration of
Even if AI is Your Goal, Why Starting Without AI Improves Outcomes
When it comes to software automation, many teams turn to AI as their potential answer. AI in the form of machine learning or NLP may be an excellent solution to a problem. But did you know that the best way to start AI initiatives is to start with no AI at all? This may seem counterintuitive, but there’s a simple reason for it. It’s because you may not be
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Moving Beyond Answers to Authentic Dialogue
From Rosie the Robot to Real Conversations Remember Rosie the Robot from The Jetsons? She wasn’t just a housekeeper. She was a glimpse into a future where technology could hold a conversation, help with everyday tasks, and feel almost part of the family. Rosie could handle her routines with ease, but the real promise was