The measurement science
for AI impact.
Four frameworks. Three layers. One standard. VaryOn Amplitude quantifies what no one else measures - from data quality to agent trust to systemic risk.
Frameworks for the AI Economy
VaryOn Meridian
Data Quality
“Is this data worth consuming, and what should an agent pay for it?”
Meridian evaluates external data sources consumed by AI agents across four orthogonal dimensions, producing a composite score mapped to procurement tiers and dynamic pricing. Delivered in real time via MCP server integration during agent tool-call execution.
VaryOn Drift
Alignment Impact
“Is this agent still serving its principal’s intent?”
Drift detects the invisible gap between what a human principal wants and what an agent actually does - especially across delegation chains where alignment degrades per hop. Its shadow principal detection acts as a multiplicative gate, identifying when third-party interests silently influence agent behavior and directly capping the maximum possible score.
VaryOn Cascade
Systemic Impact
“If something breaks, how far does the damage spread?”
Cascade is the financial stress test for the agent economy. A single compromised agent can poison 87% of downstream decisions within 4 hours. Cascade runs Monte Carlo simulations on observed network topology to estimate propagation probability - the systemic risk measurement central banks are demanding.
VaryOn Convergence
Collusion Impact
“Are autonomous agents colluding to manipulate market prices?”
Convergence detects emergent algorithmic collusion and anti-competitive behavior in AI agent markets through statistical analysis of observable market outcomes. The framework identifies when autonomous AI agents converge on supra-competitive pricing equilibria - sustaining prices 200% or more above competitive levels - without any explicit communication or coordination protocol.
When frameworks combine, invisible patterns emerge.
Amplitude's power multiplies at the intersections.
Convergence + Cascade
Systemic Competition Risk
Market concentration in a dense network means anti-competitive behavior goes systemic.
Cascade
Uncontrollable Failure
When humans can't intervene and failures propagate, the system is ungovernable.
Drift
Silent Misalignment
An agent drifting from intent while human oversight is ceremonial creates invisible risk.
Convergence
Coordinated Discrimination
Fairness failures in a concentrated market amplify bias across the entire ecosystem.
Cascade
Efficiency Crisis
Transaction friction compounds through interconnected networks, destroying value at systemic scale.
Meridian
Data ROI
High-quality data inputs directly correlated with genuine economic efficiency.
Solutions for critical AI governance gaps.
Each product addresses a specific AI risk that existing tools miss. Deploy individually or combine for comprehensive governance.
Drift
Shadow Principal Detection
Detect when AI agents secretly optimize for third-party interests. Uncover commission bias and hidden conflicts.
Meridian
Data Quality Gate for AI
Save 20-40% on AI costs by preventing bad data from reaching expensive models. Smart filtering that downgrades to cheaper models when data quality doesn't justify premium processing.
Convergence
Collusion Detection
Identify when AI agents collude to fix prices or divide markets. Detect anti-competitive patterns before they trigger antitrust violations with million-dollar penalties.
Cascade
System Risk Simulation
Chaos engineering for AI systems. Run Monte Carlo simulations to predict how individual agent failures cascade through your network. Essential for insurance and board-level risk reporting.
Three operational tiers. Transaction-grade scores serve inline at <100ms for real-time decisions. Monitoring-grade analysis runs continuously for compliance dashboards. Assessment-grade evaluations run deep simulations over hours for certification and regulatory audit.
Platform Capabilities
Enterprise-ready infrastructure for AI governance at scale
REST API
All Frameworks · Tiered Access
Programmatic access to every Amplitude framework score. From developer prototyping to enterprise-scale scoring with webhooks, custom thresholds, and white-label integration for agent marketplaces.
Developer to Enterprise tiers
Policy Engine
Regulatory Compliance · Automated
Automated compliance mapping to EU AI Act, NIST AI Agent Standards, and sector-specific regulations. Continuous audit trails, regulatory reporting, and certification-ready documentation.
Compliance automation
Every question a regulator, judge, or enterprise buyer would ask about AI agents - answered.
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