Financial Intelligence

Macro Strategic
Intelligence View

Financial Intelligence from Research to Revenue

MASTRIV builds financial intelligence systems for commodity markets. From macro signal ingestion through machine learning, explainability and trade simulation to live cloud deployment — built from first principles.

Explore Products
Products
Product 01
Deployed on GCP
Ouzel
Commodity Macro Intelligence Engine

Directional intelligence across Gold, Copper, Silver and Platinum. Three-tier fundamental scoring model combining supply and demand fundamentals, market mood and macro regime signals. Random Forest classification with probability calibration, SHAP explainability and trade impact simulation. Built on 20 years of historical macro data. Expanding to energy and soft commodity markets.

Machine Learning SHAP Explainability Trade Simulation GCP Metals Markets
Product 02
In Development
Warta
Commodity Strategy Simulator

An adversarial stress testing environment for commodity traders. Synthetic forward market scenarios generated from predicted macro parameter trajectories. Not backtesting, not Monte Carlo noise. Macro-conditioned environments that reveal the assumptions and behaviours traders never knew they had. Built to create heat, not comfort.

Synthetic Data Adversarial Scenarios Trader Development Risk Simulation
Domain Coverage
Au
Metals
Gold, Copper, Silver, Platinum — live
Energy
Oil, Gas — expanding
Soft Commodities
Agricultural, Tobacco — roadmap
Strategy
Warta Simulator — in development
Founder
Vamsi Vunnava
Founder, AI Product Strategist
LinkedIn v.vunnava@gmail.com

MASTRIV was founded to build financial intelligence systems for commodity markets — products that create genuine edge rather than adding analytical noise to an already crowded space.

The approach is shaped by years of delivering AI, data and platform systems across financial services, scientific research and publishing, and a consistent belief that technology is only valuable when it improves a measurable process or creates a measurable outcome.

Ouzel is the first product. The Warta is the second. Both are built from first principles, independently, with the same architectural rigour applied to every decision.