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VaryOn Platform

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The AI Trust Crisis

As AI agents gain autonomy, a critical question emerges: Who are these agents really working for? VaryOn provides the mathematical frameworks and detection systems to ensure AI agents serve their intended purposes, not hidden agendas.

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Our Mission

We’re building the measurement layer for AI governance - making the invisible visible through rigorous mathematical analysis and real-time monitoring.

Quick Start Guide

Get started with VaryOn in under 5 minutes

Product Overview

Explore our four core products

API Reference

Complete API documentation

Research Papers

Read our foundational research

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Core Products

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Shadow Principal Detection

Detect when AI agents secretly optimize for third-party interests instead of their stated goals.Key Features:
  • Spearman correlation analysis
  • Pattern library with 10+ shadow objectives
  • Real-time monitoring and alerts
  • Regulatory compliance reporting
Learn more →

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Why VaryOn?

Our frameworks are built on proven mathematical foundations including Spearman correlation, Monte Carlo methods, and geometric means - providing defensible, quantifiable results.
With multiple patents filed (including Meridian 63/988,575), our innovations are protected and unique in the market.
Designed to meet SEC, FTC, DOJ, and EU compliance requirements from day one.
Every product is backed by extensive research, with 25+ published papers on AI measurement and governance.

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Integration Options

from varyon import Drift, Convergence, Cascade, Meridian

# Initialize clients
drift = Drift(api_key="sk_...")
convergence = Convergence(api_key="sk_...")

# Start monitoring
drift.monitor("agent_123")
convergence.watch_market("marketplace_456")

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Getting Started

1

Sign Up

Create your VaryOn account at app.varyon.ai
2

Get API Key

Generate your API key from the dashboard
3

Install SDK

Choose your preferred SDK and follow the installation guide
4

Start Monitoring

Begin detecting shadow principals, collusion, and system risks

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Resources

Documentation

Comprehensive guides and tutorials

API Reference

Complete API documentation

Research

Academic papers and case studies

GitHub

Open source tools and examples

Community

Join our developer community

Support

Get help from our team

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Questions?

Need help getting started? Contact our team at support@varyon.ai or check our FAQ.