Methodology
Accurate forecasting and data validation across global markets and corporate finances demand more than traditional tools. Complete Intelligence combines global economic and market data with advanced machine learning.
- 50 countriesGlobal economic and market inputs
- From 2010Historical data depth
- Billions of data pointsEvaluated through ensemble modeling
A Globally Integrated, Data-Rich Model
The global model reflects how actions in one market, country, or sector impact others, capturing movements across currencies, commodities, equity indices, stock markets, economic indicators, and internal customer data.
Data comes from national statistical agencies, multilateral institutions, exchanges, and other public sources, covering 50 countries, hundreds of industry sectors, and major macro and market indicators going back to 2010.
- InputsEconomic, market, industry, and customer data
- QualityScreening, repair, and validation
- OutputsPrices, costs, budgets, and revenues
Corporate Finance: The Human-in-the-Loop Advantage
AuditFlow and BudgetFlow pair machine analysis with business context supplied by the people closest to the data.
Ingestion
AI maps the accounts data.
Detection
Algorithms identify outliers, relationships, and the best ensemble for each account line.
Validation
Your experts verify that anomalies are genuine and that forecasts are meaningful to business performance.
This hybrid approach is designed to reduce the “black box” risk common in pure AI solutions.
Ensemble Modeling for Smarter Forecasts
The methodology analyzes billions of data points and tests millions of functions for each forecasted item, creating a dynamic model that mirrors the global economy, markets, industries, and companies.
Technical and fundamental approaches generate thousands of scenarios across different historical windows. Each iteration adapts to market context and supports continuously learning forecasts at the line-item level.
- Multiple approachesTechnical and fundamental models
- Thousands of scenariosAcross historical windows
- Continuous learningUpdated at the line-item level
Ready to see the methodology applied to your data?
Book a demo to discuss forecasting, audit, and planning workflows.