Creating Institutional Control over Entitlements and Data

Quantitative models and mathematics for entitlement and data governance.

QuantEnt analyzes and certifies who can access what — and what that data means — using quantitative models instead of static rules.

We help organizations

System Analysis

Analyze users, roles, entitlements, and data as interconnected systems.

Quantitative Certification

Certify access and meaning with mathematical rigor.

Risk Detection

Detect drift, over-exposure, and structural risk early.

Continuous Control

Maintain control as systems, data, and organizations evolve.

QuantEnt is built for environments where correctness, scale, and evolution matter

QuantEnt structures and governs enterprise data so every dataset is clean, categorized, and controlled with transparent policies.

Entitlement And User Analysis

MetaData Tagging

Analyzing and Tagging APIs, data, applications, and resources for use by users and AI.

Data Model Rigorization

With software and consulting, our SMEs will help create, refine, or just critique the data models of the firm.

Ongoing Cleanliness

Institutional Data Cleanliness starts at the data model process

Agentic AI Compatibility

Our future product is designed to make Agentic AI work with the highest possible confidence level, with the safest data protection possible.

QuantEnt provides end-to-end governance for high-volume, high-impact enterprise data ecosystems.

Quantitative by design

Exposure, drift, and structural risk are measured — not guessed.

AI-native governance

Built so AI can reason, opine, and alert safely on entitlements and data.

Designed for complexity

Proven in financial-services-grade systems with real risk and regulatory consequences.

Enhances existing IAM

Integrates with what you already run. We don’t replace your identity stack — we make it work better.

Our Products

QuantCertify

Certification with quantitative control.

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QuantVault

Enterprise entitlement intelligence.

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QuantData

Semantic governance for enterprise data.

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Talk to Us — Start with QuantCertify

QuantCertify

Certification with Quantitative Control

QuantCertify transforms certification from a periodic compliance exercise into a quantitative control mechanism.

What It Does

Quantifies exposure

Quantifies entitlement exposure, drift, and role integrity using mathematics — not rules.

System-level analysis

Analyzes users and entitlements as a system, not isolated records.

AI opinions & alerts

Enables AI to opine and alert on access patterns, anomalies, and emerging risk.

Forces clarity

Forces clarity and ownership during certification.

Prevents rubber-stamping

Prevents rubber-stamp reviews by surfacing what actually matters.

Focus on material risk

Focuses attention on material risk, not noise.

Why It’s Different

Quantifies entitlements

The only certification system that quantifies entitlements.

AI-first architecture

Built from the ground up with AI in mind, not bolted on later.

Improves over time

Designed to improve governance quality over time, not degrade.

Risk thinking

Grounded in quantitative risk thinking, not static policy engines.

How It Fits Your Environment

QuantCertify integrates with and enhances your existing IAM solutions. It works alongside SailPoint, Okta, Active Directory, and other IAM platforms, adding quantitative insight to existing certification workflows — without disrupting current systems.

QuantCertify does not replace your IAM stack. It makes it measurably better.

Outcomes

Cleaner roles

Cleaner roles and access structures.

Faster certifications

Faster, defensible certifications.

Reduced drift

Reduced over-entitlement and drift.

Talk to Us About QuantCertify

QuantVault

Enterprise Entitlement Intelligence

QuantVault provides a system-level view of entitlements across your organization.

What It Does

Aggregates entitlements

Aggregates entitlements across IAM platforms and systems.

Unified view

Creates a unified view of users, resources, roles, and access.

Cross-system analysis

Enables cross-system analysis of entitlement structure and risk.

Governance foundation

Foundation for quantitative entitlement governance at scale.

Relationship to QuantCertify

Runs on top

QuantCertify runs on top of QuantVault.

System context

QuantVault provides the system-wide context.

Integration Philosophy

QuantVault plugs into and enhances your existing IAM solutions. It does not replace them.

QuantData

Semantic Governance for Enterprise Data

QuantData governs what enterprise data means and how it evolves safely over time.

What It Does

Canonical models

Establishes canonical data models and nomenclature.

Controlled evolution

Governs evolution without breaking reporting or workflows.

Detects semantic drift

Detects semantic drift, ambiguity, and incompatibility.

AI readiness

Ensures data is fit for reporting, automation, and AI.

Why It Matters

Access + meaning

Entitlement governance fails if data meaning is broken.

Meaning + access

Data governance fails if access governance is broken.

QuantData and QuantCertify are designed to work together so data meaning and permissions evolve in lockstep.

What We’re Exceptional At

Quantitative Governance

Mathematical modeling of exposure, drift, and structure. Prioritization of ambiguity by business impact. Governance focused on material risk.

Semantic Data Modeling

Canonical models for complex enterprises. Consistent nomenclature and meaning. Financial-grade rigor.

Safe Model Evolution

Controlled, governed change instead of ad-hoc drift. Explicit compatibility and upgrade paths. Early warnings before breakage.

Financial Services Depth

Trading systems. Risk and margin. Regulatory reporting. Counterparty exposure. Built by people who’ve operated these systems at scale.

Accelerating Governance and AI Readiness

QuantEnt provides services to accelerate adoption and maximize impact.

What We Offer

Tech review & scorecarding

Full stack technology review and scorecarding of data, AI, and entitlements.

Access cleanup

Entitlement and access cleanup.

Semantic alignment

Data model and semantic alignment.

AI readiness

AI and automation readiness assessments.

Architecture & operating model

Architecture and operating-model design.

Services establish structure

Products enforce and maintain it.

No perpetual cleanup cycles

We don’t just prepare organizations — we help them stay prepared.

About QuantEnt

QuantEnt was founded to solve a problem we’ve repeatedly seen inside large, complex organizations: systems scale faster than shared understanding.

When meaning decays, governance fails — quietly. We build systems that prevent semantic decay, even as organizations evolve.

Leadership

Trent Walker — Founder & CEO

Former Head of Enterprise Architecture and Risk Technology at Point72; Managing Director at MSCI and Barclays; CTO roles across global financial institutions.

Justo Ruiz — Co-Founder & CTO

Enterprise architect and technologist with deep experience in data modeling, trading systems, and evolvable platforms.

Talk to Us

Email addresses and Contact Phone Numbers

Start with QuantCertify