Predictionv1.0.0

A tech startup needs to forecast whether their new app will achieve 10,000 downloads within the first month post-launch. The agent designs a resolvable question, uses base rates from similar app launches, assigns a probability, and schedules a post-mortem review after the deadline.

A manufacturing company wants to predict the likelihood of a key component shortage delaying production by over two weeks in the next quarter. The agent selects reference classes from historical supply chain data, identifies drivers like geopolitical events, and sets update triggers for new supplier reports.

A retail business is considering expanding into a new region and needs to forecast if they will capture at least 5% market share within one year. The agent balances inside-view factors like local competition with outside-view base rates from similar expansions, outputs a numeric probability, and plans a scoring review.

A sports analytics team aims to predict whether their team will win a championship based on player performance and historical win rates. The agent designs a clear resolution rule using tournament results, calibrates confidence from data quality, and logs the forecast for later error analysis.

Offer this skill as a SaaS tool for businesses to integrate probabilistic forecasting into decision-making. Revenue comes from monthly subscriptions based on forecast volume and advanced features like automated base-rate searches.

Provide expert consulting to help organizations implement and optimize forecasting workflows using this skill. Revenue is generated through project-based fees and training workshops on calibration and scorekeeping.

License the skill to be embedded within existing enterprise software (e.g., ERP or CRM systems) to enhance predictive capabilities. Revenue comes from licensing fees per user or integration deal.