unmess employs advanced AI agents to automate and streamline financial planning and analysis tasks. These agents assist in cost tracking, unit-level analytics, and generating insightful reports. By integrating real-time data, unmess enables startups to make informed financial decisions swiftly. The platform not only simplifies complicated financial processes but also identifies opportunities for cost reduction and optimization, making it indispensable for businesses aiming for growth and efficiency.

Multi-Agent LLM Recipe Prices orchestrates a suite of specialized AI agents to break down recipes into ingredients, query external price databases or APIs for real-time market rates, perform unit conversions, and sum up total costs by currency. Built in Python, it uses a recipe parsing agent to extract items, a price lookup agent to fetch current prices, and a currency conversion agent to handle international pricing. The framework logs each step, supports plugin extensions for new data providers, and outputs detailed cost breakdowns in JSON or CSV formats for further analysis.