Data AI

NetSuite was named a Leader in two 2025 Gartner Magic Quadrants — a meaningful recognition at a time when AI is reshaping finance and ERP. Gartner evaluates vendors on Completeness of Vision and Ability to Execute, and NetSuite’s strength comes from its unified, all-in-one architecture. As I argue in this piece, AI only delivers real insight when data is normalized, consistent, and connected — something NetSuite enforces by design. With embedded AI, open model integration, an

When your CEO “chats with the data” and celebrates a great quarter that never happened, you’ve got a data problem — not an AI problem. AI doesn’t fix bad data; it amplifies it. This article explores what good data actually looks like, and why deliberate, consistent data design is the real foundation for AI-ready finance.

The real power of finance data, and the AI built on top of it, starts from the bottom up. A strong data foundation begins with uniform naming, structured onboarding, and disciplined entry at the transactional level. Companies that build from clean, consistent inputs will unlock faster closes, better insights, and true AI leverage. Those that don’t will spend their time fixing what better design could have prevented.

A review of OpenAI’s recent paper on AI hallucinations, which argues that benchmark and evaluation incentives are the root cause effectively blaming the “test” for the model’s guessing behavior. While the explanation is elegant, it's a copout. I suggest the field needs deeper exploration into “IDK models”. If hallucinations can't be eliminated can AI companies design a sustainable, trustworthy tradeoff between confidence and hallucination?

NetSuite’s $1B milestone highlights more than just Oracle’s momentum it spotlights a critical tension in today’s AI-driven enterprise tech: the tradeoff between data quality and feature specialization. While standalone tools often race ahead with the flashiest AI features, they leave companies juggling fragmented data and integration headaches. NetSuite and ERP platforms like it offer a different path: unified, structured data across business functions that can power strategi

Getting bank data into NetSuite can be a tedious task for finance teams—especially with international statements. In this test, ChatGPT showed real promise by successfully converting U.S. and Israeli bank statements into ERP-ready format, outperforming Gemini, which refused to engage. A glimpse into how AI could ease a very manual part of finance.