Refresh the Voice of Our Forecasting Assistant

Acceptance requires a complete, fixed-scope refresh of our forecasting assistant’s voice and explanation patterns. The delivered system must produce plain-language variance summaries grounded only in supplied figures, distinguish facts from suggestions, preserve required financial cautions, and route low-confidence outputs to review. Provide a revised message library, prompt and source structure, twenty representative evaluation cases, reviewer guidance, and a short change rationale. Work passes when approved cases meet the tone rubric, every numerical claim traces to its input, and prohibited claims are consistently refused. Compensation will combine cash with a modest equity grant.