The extraction job had been running for three weeks without a single failure. Same model, same prompts, same type of documents.   Then one Tuesday, a routine request simply never finished. The GPU sat at full load. No error, no timeout, no exception in the logs. When we looked at the raw output stream, the […]

A sales manager prepares a proposal for an important client. The answers they need are already in the company. A similar project was done three years ago, the pricing model exists in an old presentation, and final contract adjustments are sitting in an email thread from 2021.   The manager spends the next hour searching. […]

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 […]