Shadow AI: The $15,000-Per-Employee Productivity Leak Hiding in Plain Sight
91.5% of employees use AI at work; 27.3% do it in secret. The cost isn't just security risk — it's a measurable productivity and ROI leak most can't see.
Uprovd Blog
Uprovd Research - AI ROI Benchmarks, Frameworks & Governance
Practical research for enterprise leaders who need proof, not promises.
The Strategic Vacuum: Why 40% of Enterprises Adopt AI Without a Strategy
Most companies have AI tools; far fewer have an AI strategy. Here's what that strategic vacuum looks like, what it costs, and how to fix it.
Pilot Purgatory: The Five Reasons 95% of GenAI Pilots Fail
MIT's research is now the most-quoted statistic in enterprise AI: 95% of generative AI pilots fail. The five root causes are well documented. So is the fix.
Measuring AI ROI in IT Services: Developer Productivity Is Real Money - If You Measure It Right
GitHub Copilot, Cursor, and AI code-review tools are in every IT stack — but most firms can't prove their return. How to measure developer-productivity ROI.
India AI ROI Benchmarks 2026: What Mid-Market Enterprises Are Actually Getting Back
Concrete data on AI returns across customer support and manufacturing verticals. Based on deployments tracked through the Uprovd platform.
What AI ROI Measurement Looks Like for a 200-Agent BPO - A Worked Example
An illustrative scenario showing how the Uprovd methodology would measure ROI for a customer support AI deployment. Not a verified customer engagement.
Why 74% of Indian and GCC Enterprises Cannot Prove AI Value (And the Five-Component Framework That Fixes It)
The AI measurement gap in India & GCC enterprises — with a worked customer-support example and a five-component framework for CFO-grade AI ROI.