About Provarion

Building evidence-backed economic intelligence.

Financial decisions are increasingly shaped by fragmented information: market prices, filings, news, macro data, portfolios, private research, and client context. Provarion exists to organize those fragments into traceable economic intelligence.

What we believe

Financial AI needs structure before language.

BELIEF 01Intelligence should be traceable.
BELIEF 02Financial context should be connected.
BELIEF 03Models should show uncertainty.
BELIEF 04AI should explain structured evidence, not invent facts.
BELIEF 05Advisors and decision-makers need workflow support, not generic chat.

What Provarion is building

A company around source-backed financial context.

Ananke is the intelligence layer. Metis is the advisor workflow. Themis, Kairos, and Nemesis are product surfaces for investor, market, and integrity intelligence.

Inputs

SRC
Portfolios
Issuers
Sectors
Macro series
Filings
News

SYS: ANANKE

Intelligence layer

Entity registry
Ontology
Evidence graph
Exposure engine
Scenario engine
Provenance
Evaluation
Reasoning

Product surfaces

OUT
Metis
Themis
Kairos
Nemesis

Why now

The opportunity is not improvisation.

Financial professionals are drowning in tools, dashboards, data feeds, PDFs, and commentary. At the same time, AI has made natural-language interfaces more powerful but also easier to misuse. The opportunity is not to let AI improvise financial answers. The opportunity is to structure the underlying intelligence so explanations can be grounded, traceable, and useful.

Founding team

Provarion is being built by a team combining financial ambition, market-practitioner insight, and product discipline.

TEAM-01

CEO

Rocco Stoney

Ross School of Business student focused on building Provarion into an evidence-backed economic intelligence company for financial workflows.

TEAM-02

CPO

Jake Szczechowski

Professional quantitative intraday trader focused on market structure, workflow design, and translating complex market intelligence into usable product systems.

TEAM-03

CFO

Cooper Donovan

Ross School of Business student focused on finance, operating discipline, capital planning, and Provarion's commercial foundation.

Boundary

Provarion provides educational, analytical, and workflow intelligence. It does not provide personalized investment advice, brokerage services, or guaranteed predictions.

Contact Provarion