Enterprise AI Platform for Operational Intelligence

Transform Incomplete Data
Into Complete Intelligence

The AI platform that transforms fragmented operational data into complete, connected intelligence— empowering enterprises to make confident decisions at the speed of business.

80-95%
Data Completeness Achieved
3-6 FTE
Manual Effort Saved
3-6mo
Payback Period
The Challenge You're Facing

Your Data Is Holding Back Your Operations

Your enterprise systems capture mountains of operational data, but it's incomplete, disconnected, and hard to trust. Your teams spend more time searching than deciding. Your analytics investments underdeliver. It's time for a better way.

Incomplete Data Everywhere

Your enterprise systems generate terabytes of data, but critical information is missing or inconsistent. Teams waste hours reconstructing context, searching for answers, and manually filling gaps.

Up to 40% of team time spent on data archaeology

Systems Don't Speak the Same Language

Each department uses different terminology. Operations and finance speak different languages. Nobody can trace issues end-to-end across your organization.

40-60% longer incident resolution times

Your Analytics Investments Fail

You've bought BI tools, hired data scientists, launched AI initiatives. But they can't work with incomplete data. Every dashboard shows gaps, not insights.

Millions spent on analytics that can't answer basic questions
The Root Cause: Enterprise systems were built to record transactions, not tell complete stories. Impute AI transforms your operational data into the complete, connected intelligence your business needs.
Our Platform

The Complete Operational Intelligence Stack

A unified AI platform that addresses the full spectrum of enterprise data challenges— from completion and connection to insight generation and governance.

01

Complete Your Data

AI-powered intelligence that understands your operations and automatically fills missing information with accuracy and context

  • Identify gaps across all your systems
  • Automatically complete missing fields
  • Learn from your team's expertise
02

Connect Your Operations

Create a unified understanding across quality, manufacturing, supply chain, and maintenance—so everyone speaks the same language

  • Map relationships across systems
  • Build shared operational vocabulary
  • Evolve with your organization
03

Enable Better Decisions

Turn complete, connected data into actionable insights that help your teams prevent problems and optimize operations

  • Predict delays and quality issues
  • Surface root causes instantly
  • Recommend optimal actions
04

Trust & Governance

Enterprise-grade security, audit trails, and compliance built in—because operational intelligence requires trust

  • Full data lineage and traceability
  • Audit-ready documentation
  • Regulatory compliance support
Interactive Demo

See Impute AI in Action

Experience how our AI platform transforms incomplete operational data into complete, actionable intelligence

Before: Incomplete Data

Record ID Category Subcategory Issue Type
REC-2024-001 MISSING MISSING MISSING
REC-2024-002 MISSING MISSING Quality Defect
REC-2024-003 MISSING MISSING MISSING
Data Completeness: 0.5%
Narrative Text:

"During final operations inspection at station 47, discovered processing issue affecting component integrity. Issue affects quality standards and requires corrective action per specifications..."

After: Impute AI

Record ID Category Subcategory Issue Type
REC-2024-001 Operations Processing Quality Issue
REC-2024-002 Operations Processing Quality Defect
REC-2024-003 Production Assembly Process Deviation
Data Completeness: 94.2%

AI Process

Analyze
Context
Generate
Suggestions
Validate
Accuracy
Complete
Data
Click to see the hybrid ML workflow in action

Engineer Input

Ontology Graph

Process
Subprocess
Defect
Root Cause

Operational Intelligence Copilot

Online
Impute AI Copilot

Hello! I'm your operational intelligence assistant. I can help you:

  • Analyze NCR trends and patterns
  • Predict potential delays and risks
  • Find root causes across your operational data
  • Generate reports grounded in your ontology

Try asking: "What are the top 3 causes of assembly delays this quarter?"

Complete Platform

Built for Enterprise Scale

Multi-Modal Data Integration

Unify relational databases, graph data, vector embeddings, documents, and images into a single Digital Thread

Real-Time Processing

Process incoming NCRs, maintenance logs, and operational events in real-time with sub-second latency

Human-in-Loop Workflows

Engineers validate AI suggestions with one click. System learns and improves with every correction

Advanced ML Pipeline

XGBoost, BERT, Quantile Regression, and RL agents—all integrated and production-ready

Enterprise Security

SOC 2 Type II, role-based access control, audit logging, and data encryption at rest and in transit

Cloud or On-Premise

Deploy on AWS, Azure, GCP, or your own infrastructure. Full air-gapped deployment available

Proven Impact

Measurable ROI in 3-6 Months

3-6 FTEs
Reduced Manual Work
Data cleanup and NCR processing automated
80-95%
Data Completeness
From <1% to analytics-ready
40-60%
Faster Root Cause Analysis
Engineers find answers in minutes, not days
$2-5M
Annual Savings
Per manufacturing site (typical)

Transparent, Value-Based Pricing

IDGM Module
$50k-$150k/site/year
  • Data imputation & quality
  • NCR/QAR processing
  • Basic analytics
Enterprise
Custom
  • Multi-site deployment
  • Custom integrations
  • Dedicated support
  • On-premise option
Works With Your Existing Systems

We Speak Your Enterprise Language

Impute AI integrates seamlessly with your existing enterprise systems—no rip and replace required

Enterprise Resource Planning

Your core business systems

Complete master data, connect modules, enable cross-functional insights

Manufacturing Operations

Production, quality, and shop floor systems

Connect production to business data, ensure quality traceability, enable proactive maintenance

Quality & Compliance

Quality management and regulatory systems

Automate investigation workflows, accelerate root cause analysis, maintain audit readiness

Supply Chain & Logistics

Planning, execution, and fulfillment systems

Track materials and orders end-to-end, ensure complete documentation, achieve full visibility

API-first integration. Connect via REST APIs, database connectors, or file transfers. Deploy cloud or on-premise. Your IT team stays in control.

Who We Serve

Solving Real Problems Across Industries

Supply Chain & Logistics

Unify planning and execution data, trace delays across workflows, connect end-to-end processes

Accelerated issue resolution across workflows

Manufacturing Operations

Complete quality records, connect production to business data, automate compliance workflows

Significant reduction in manual effort

Asset-Intensive Operations

Complete maintenance records, predict failures before they happen, ensure compliance documentation

Proactive maintenance and reliability

Regulated Industries

Ensure complete documentation for audits, automate deviation tracking, maintain full traceability

100% audit-ready records
Our Advantage

The Complete Operational Intelligence Platform

While others address fragments of the problem, Impute AI delivers the integrated platform enterprises need.

Capability Analytics Platforms AI Tools Enterprise Systems Impute AI
Data Completion
Operational Ontology
Human-in-Loop Workflows
Enterprise Governance
Predictive AI
Our Competitive Advantage: Impute AI uniquely integrates data completion, semantic understanding, collaborative workflows, and enterprise governance in a unified platform—delivering operational intelligence at scale.
Meet the Founder

Building the Future of Enterprise AI

Chaejung Maeng

Founder & CEO, Impute AI

I founded Impute AI after watching enterprise after enterprise struggle with incomplete operational data. Billions of dollars invested in digital transformation, yet teams still can't answer basic questions about their operations. Quality issues that should take minutes to resolve take days. Supply chain disruptions that should be predictable catch everyone by surprise. Critical decisions get delayed because nobody trusts the data.

The pattern is the same everywhere: operational systems capture transactions, but miss the context. Fields are left blank. Systems don't connect. Knowledge stays trapped in people's heads. Teams spend more time searching for information than using it. Analytics investments underdeliver because the foundation—complete, trustworthy data—simply doesn't exist.

Impute AI exists to change this. We're building the AI platform that makes operational data complete, connected, and trustworthy—not as a one-time cleanup project, but as a continuous intelligence layer that evolves with your business. Our vision is simple: every enterprise should be able to trust their operational data to make fast, confident decisions.

Vision

Every enterprise should have access to complete, trustworthy operational data. We're building the foundational AI layer that makes this possible—enabling better decisions, faster operations, and certified intelligence at scale.

Proven Traction Validated on aerospace data with measurable ROI
Deep Technical Expertise AI/ML in production systems, MLOps, and enterprise deployment
Backed by Research Published work in operational intelligence and ML systems
"We're not building another analytics tool or data cleaner. We're building the foundational intelligence layer that makes operational data complete, connected, and trustworthy. Our vision is that every enterprise— from manufacturing to supply chain to quality—can finally trust their data to make fast, confident decisions."

— Chaejung Maeng, Founder & CEO

Our Foundation

Built for Enterprise Success

Enterprise-Grade Architecture

Built on proven principles from leading enterprise systems, designed for mission-critical operational environments

Industry-Validated

Proven in highly regulated industries with the most challenging data quality requirements and operational complexity

Production AI Expertise

Deep experience in deploying and scaling AI systems for mission-critical enterprise operations

Compliance-Ready

Built-in governance frameworks supporting multiple regulatory standards across industries and jurisdictions

Stop Wasting Time on Incomplete Data

Transform your operational data into the complete, connected intelligence your business needs

Founded by Chaejung Maeng — We understand your data challenges because we've lived them. Let's solve them together.