A sales director receives an urgent request from the executive team: revise next quarter’s pricing strategy before the afternoon board meeting.   Pressed for time, she opens a public AI assistant and pastes a spreadsheet containing customer segmentation, discount thresholds, and projected margins. Within seconds, the model produces a concise summary. The task is completed […]

Private LLM vs ChatGPT in Business: When It Makes Sense (and When It Doesn’t)   Most companies start their AI journey in a similar way.   Someone on the team opens ChatGPT and starts using it for small things. Drafting emails. Summarizing notes. Cleaning up text. The results are surprisingly good, and within days people […]

Recent global outages affecting major internet infrastructure providers exposed a critical weakness in how many companies use AI. As soon as routing, DNS, or CDN layers went down, thousands of businesses relying on public AI APIs like ChatGPT experienced slowdowns, errors, or complete downtime—even if the AI providers themselves were fully operational.   These incidents […]