CONTRINT
Constraint Intelligence. Continuous. Inevitable.
Data quality and governance for enterprises that move at AI speed.
Built for business teams, not engineering teams.
We
Mine.
We
Score.
We
Loop.

When the dollars hidden in your ERP data are on a need-to-know basis, CONTRINT is there. Mining constraints. Scoring decisions. Closing the loop.

Backed by
NVIDIA Inception Member
The conviction

Three things just became true.

01

The Modern Data Stack created a mess of observability tools that scream alerts but fix nothing.

02

Enterprises will trust Agentic AI to modify records, if the safety brakes are strong enough.

03

The value is in the repair, not the report.

If you believe all three, CONTRINT is inevitable.
The problem

Dashboards are dead. Dollar impact per record is the future.

Traditional dashboards show what's expected. What might be mitigated. They scream alerts and never fix anything.

Pricing inversions that pass approval. Discount stacks that violate policy. Inventory imbalances no rule was written for. Working capital lost to constraints no one wrote down because no one knew they existed.

CONTRINT shows what's broken. And what can be controlled.

Where's the leak

It's already there. You just haven't drilled yet.

CONTRINT goes deep. Stack by stack through your enterprise data, finding the leaks that pass surface-level checks. Six stacks. One drill. Every dollar surfaced.

Pricing
Compliance
Inventory
Quality
Procurement
Finance
SURFACE PRICING COMPLIANCE INVENTORY QUALITY PROCUREMENT FINANCE RESULT $2.3M revenue leak RESULT 14 audit violations RESULT 8% SKU master drift RESULT Cpk < 1.0 outliers RESULT Contract breach risk RESULT Accrual gap, $1.1M

The value is in the repair. Not the report.

How it works

Four moves. One closed-loop platform.

CONTRINT runs as a managed service or inside your private cloud. The motion stays the same.

01

Onboard

Native enterprise connectors. SAP, Oracle, Salesforce, NetSuite, your data lake. Days, not months.

02

Mine

Constraint mining surfaces hidden rules across pricing, finance, quality, and supply chain. The rules nobody wrote.

03

Score

Confidence Tiering separates the obvious from the ambiguous. Your team triages with precision, not noise.

04

Loop

Approve, hold, or reject. Decisions write back to source systems. The loop closes. The audit trail is automatic.

The CONTRINT Core

The engine is proprietary. The interface is open.

You connect your data through standard interfaces. We mine the constraints, score the violations, and return decisions you can act on. What runs in between is what makes CONTRINT, CONTRINT.

Your Data
Proprietary
CONTRINT Core
Engine internals classified
Your Decisions

You get the outcomes. We keep the engineering.

The trust layer

Provable, not magical.

Glass-box intelligence.

Every calculation is transparent and defensible. Each finding shows its math, its inputs, and the rule behind it. Your business teams write their own logic in plain language. Your auditors get the receipts. Your CFOs sign with confidence.

Transparent

Every score, every fix, every flag traces back to a number you can defend.

Defensible

Audit-ready by design. Lineage from input to insight. No hand-waving.

Self-serve

Business users write rules in plain language. No engineering tickets. No backlog.

Closed-loop governance

Discovery is the start. Closing the loop is the point.

OnboardSource data MineConstraints ScoreConfidence LoopDecide

Every cycle teaches the next. Today's discovered constraint becomes tomorrow's enforced rule. The errors you find today protect you forever.

What CONTRINT does

Beyond dashboards. Beyond data prep. Beyond BI.

Most BI systems show you what happened. CONTRINT corrects it. Record by record. Dollar by dollar.

Record-level revenue leakage

Every record carries its own dollar exposure. CONTRINT scores each one with prescriptive fixes driven from your actual data, not templates.

Peer-record pattern intelligence

Same discount stack, same SKU, three customers? CONTRINT links peer records and flags systematic patterns, not just individual outliers.

Cross-rule intelligence

Detects overlapping violations spanning multiple rule packs at once. Your team gets one consolidated finding, not five duplicate alerts.

One-click write-back, human-approved

Decisions go back to source systems. Always with human approval. Always logged. Never autonomous record changes without sign-off.

Six Sigma intelligence

Six Sigma rigor, built into the engine.

Cpk indices. Control limits. Deviation patterns. Root-cause inference. Built in. Not bolted on.

Quality teams

DMAIC ready. Define, Measure, Analyze, Improve, Control across every record stream.

Auditors

Evidence trails on every decision. Full lineage from finding to writeback.

Engineers

Explainable classifications. Every flag traces back to a rule and a tier.

Built different

CONTRINT is not a dashboard.

Not a prompting tool. Not another observability layer. Not a BI rebrand.

Most systems show you what happened. CONTRINT tells you what's broken, what it costs, and what to do.

Closed-loop. Supervised.

Continuously running. Always supervised.

CONTRINT classifies records as they flow through your enterprise. Pricing optimizations are surfaced as suggestions. Decisions are routed to humans for approval. Nothing changes in your source systems without sign-off.

Always-on

Continuous classification engine. Records classified as they arrive, not on batch schedule.

Autonomous

Discovery, classification, scoring. No manual triggers. No analyst kicking off a job.

Human-approved

Every record-level change requires human sign-off. Audit trail by default. Sleep at night.

The platform

Six pillars. One platform. Every dollar accounted for.

Constraint Mining

Surfaces hidden rules from data you already have.

Pricing Intelligence

Identifies revenue leakage patterns invisible to rule-based checks.

Supply Chain Quality

Flags upstream and downstream risk before it becomes disruption.

Financial Governance

Enforces policy without slowing the close. Defensible by design.

Predictive Simulation

Models impact before decisions are made. Stress-test at scale.

Agentic Workflow

Routes, approves, writes back to source. Closes the loop automatically.

By the numbers

Performance without compromise.

4.5M
Rows / second
20+
Business categories of auto-discovery
6
Capability pillars
4.38s
For 20M ERP rows
Built for business teams, not engineering teams.
Where dollars hide

Across every industry that runs on data.

Manufacturing operations

Quality, defects, throughput, supplier compliance

CPG & retail pricing

Pricing optimization, promotion policy, inventory drift

Pharma & life sciences

Compliance, batch governance, audit readiness

Financial governance

Reconciliation, regulatory reporting, accrual integrity

Supply chain & vendor

Vendor optimization, contract drift, freight leakage

Ecommerce

Conversion gaps, basket leakage, fulfillment errors

Deployment

Wherever your data lives, CONTRINT runs.

Deploy where your governance team is comfortable. Connect to where your data already is. Give every team the interface that fits how they work.

On-premises

Deploy inside your data center. Air-gapped configurations supported. Your data never leaves your perimeter.

Cloud-native

Run on AWS, Azure, or GCP. Bring your own cloud account, or let CONTRINT manage it for you. Multi-region by design.

Hybrid

Engine in cloud, source data on-premises. CONTRINT bridges both with secure tunneling. The flexibility your governance team needs.

Browser + API

A web app for analysts. An API for engineering. The same insights, the right interface for every team.

Security

Defense in depth, by default.

Enterprise authentication

SSO, MFA, threat protection

End-to-end encryption

At rest. In transit. Per-tenant keys.

Active threat monitoring

Continuous detection. Full audit trail.

Multi-tenant isolation

Per-customer data boundary. From row zero.

Why now

Two things just became true at once.

Enterprises are sitting on years of accumulated ERP data with constraints they never wrote down. At the same time, agentic AI just made it possible to find those constraints, score the violations, and act on them at enterprise scale.

CONTRINT was built for this moment. Cloud-agnostic by design. Ready to integrate where you already operate.

CONTRINT turns a Services P&L line item into a Software asset.

Ecosystem

Aligned with the leaders that move enterprise compute.

NVIDIA Inception Member

CONTRINT is a member of NVIDIA Inception, the program that supports startups working at the frontier of AI and accelerated compute.

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Pricing inversions across ERP systems. Discount stacks slipping past BI dashboards. Inventory drift in your operations. Tell us yours.

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