volatility
volatility on Beyond Market Intelligence: a running collection of 2 stories we have gathered and hand-picked because they are worth your time. Every post here touches on volatility in some way — the news, the analysis, the deep dives, and the occasional surprise find. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work with data. New stories are added to this page as we find them, so check back if you want to keep up with what is happening around volatility, or subscribe to the RSS feed to get them as soon as they are published. Browse the collection below, or head back to the homepage to see everything Beyond Market Intelligence is covering right now.

OpenAI is gaining on Anthropic with business users, new data indicates
Recent data reveals a tightening race between OpenAI and Anthropic for business user adoption, demonstrating a notable shift in enterprise AI spending. Businesses are exhibiting a willingness to switch platforms as each lab releases new models, creating volatility that warrants careful consideration for investors. This fluidity raises questions about the long-term "stickiness" of enterprise AI investments. For deeper insights into related challenges, explore our recent article, "The LLM Judge That Kept Agreeing With Itself," detailing a crucial production incident.
How do you debug a forecasting model today when the error is quite bad?
Encountering unexpectedly poor forecast performance? Diagnosing the root cause goes beyond a single error score. Experienced practitioners systematically investigate discrepancies, often breaking down errors by key dimensions like customer, product, or time horizon. Many routinely build custom notebooks and visualizations to facilitate this analysis—a significant manual effort. We’re exploring common workflows used to pinpoint issues, potentially informing an open-source tool for streamlined forecast evaluation. See "What to consider when creating waterfall charts" for a related perspective on data visualization techniques.