
Stress-test ideas before risk

Stress-test ideas before risk
AIWMC Quantis is a web based application designed to validate business ideas through an audit grade financial analysis process. The tool allows users to describe a business concept and receive a modeled financial scenario, including sourced numerical data, identified risks, and an action plan, typically within 90 seconds. Its primary function is to provide a deterministic financial pre mortem, meaning the system first runs mathematical calculations based on real world data and then uses artificial intelligence only for generating narrative explanations. The application operates through an eight layer deterministic pipeline. The process begins with an Input Sanitizer that classifies the business using NAICS codes. A Benchmark Matcher then compares the idea against 97,500 real industry data points across 46 sectors. A City Multiplier Engine adjusts financial projections based on cost bases for over 51 cities. The core Deterministic Financial Engine calculates 12 financial variables through 12 quality gates. A Monte Carlo Engine runs 1,000 iterations to produce P10, P50, and P90 percentile projections. An Edge Function model layer handles classification, narrative generation, action planning, and adversarial review. A Source Attributor tags every number with the specific benchmark row it derived from. Finally, a Reality Validation and Calibration Engine cross checks projections against live market data. Typical use cases include entrepreneurs, startup founders, and business analysts who need to quickly stress test a business idea before committing significant resources. The workflow involves describing a business idea in natural language, after which the system processes the input through the pipeline and outputs a structured financial scenario with sourced benchmarks and risk assessments. All plans include a 14 day free trial, and users can cancel at any time through the billing portal. The service is accessed entirely through a web browser with no additional software installation required.