DataAgentic.ai

Petabyte-Scale
Enterprise
Intelligence

Ontology. Analytics. Intelligence.

DataAgentic.ai delivers ontology-driven data architecture, petabyte-scale analytics, and production-grade AI agents. We turn your enterprise data into AI+ agentic ready data intelligence capabilities.

#1
Big Data Analytics
PB
Scale Processing
300+
AI Agents
97%
Grid Coverage
AI+ Data Solutions
End-to-end agentic data intelligence — ontology-driven data structuring, petabyte-scale analytics, 300+ production AI agents, and a trillion-scale tagging engine. Purpose-built to make your enterprise data fully AI-ready.
Data Ontology
Petabyte-Scale Infrastructure
Trillion-Scale Tag & Label Engine
Serving hundreds of millions of people
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300+AI Agents in Production
10+ yrsDigital Intelligence Experience
1000+Specialist Engineers
100+Large Enterprise Clients
Critical InfrastructureAI+ Agentic SolutionsEnteprise IntelligenceAI+ DataCybersecurityAgentic OrganizationsPetabyte-Scale IntelligenceDigital TransformationOperational AIBoard-Level IntelligenceCritical InfrastructureAI+ Agentic SolutionsEnteprise IntelligenceAI+ DataCybersecurityAgentic OrganizationsPetabyte-Scale IntelligenceDigital TransformationOperational AIBoard-Level Intelligence

World-Class
At Scale

Built on strategic investments and partnerships, DataAgentic.ai brings together machine learning, LLMs, knowledge graphs, ontology engineering, vector retrieval, and distributed data systems to power next-generation data intelligence. Powered by hundreds of AI agents, these capabilities are proven at petabyte scale and supports hundreds of millions of users.

#1
In Big Data Analytics

Independently ranked by multiple internationally leading academic engineering and scientific experts.

PB
Petabyte-Scale Processing

300+ AI agents validated to run efficiently in petabyte-level data environments — live enterprise production, not lab conditions.

1T+
Trillion-Scale Tag Engine

Proprietary multi-entity mass labelling handling hundreds of billions of data tags — industry-first storage and performance benchmarks.

97%
Regional Coverage

Deployed across one of the world's largest national power grid networks — the single largest grid infrastructure on the planet by connected users and geographic scale.

The Foundation
Your Agents Run On

AI agents are only as capable as the data infrastructure beneath them. DataAgentic.ai delivers the full stack — structured ontologies, AI-ready databases, knowledge graphs, and federated data pipelines — so your agents reason on clean, connected, enterprise-grade data.

Ontology
Enterprise Data Structuring
AI+ Data Ontology

AI-powered structured data platform that transforms raw ERP, CRM, SCM, and operational data into a unified enterprise ontology — a single, semantically consistent intelligence layer your AI agents can reason over. No more siloed systems. No more conflicting records. One source of truth, built for AI.

Ontology BuilderEnterprise Data UnificationSemantic LayerAgent-Ready
Why Ontology Matters for AI
Agents need context, not just data. A raw database table means nothing to an AI agent without semantic structure — ontologies define relationships, hierarchies, and meaning.
Eliminates hallucination at source. Structured ontologies give LLMs grounded, verifiable facts — replacing probabilistic guesswork with deterministic enterprise knowledge.
Cross-system reasoning. Data Forge links entities across ERP, CRM, IoT, and operational systems — enabling agents to reason across your entire enterprise in one query.
AI-Ready Database Infrastructure
Vector Store
Vector Database Layer

High-performance vector storage for embedding-based retrieval — powering semantic search, Agents pipelines, and similarity reasoning across enterprise knowledge bases at production scale.

Graph DB
Enterprise Knowledge Graph

Property graph databases that model complex entity relationships across your business — enabling agents to traverse organisational, operational, and supply chain relationships with native graph queries.

Document Store
Unstructured Data Intelligence

Intelligent ingestion and indexing of documents, reports, contracts, and communications — transforming unstructured enterprise content into queryable, agent-accessible knowledge.

Time-Series
Operational & IoT Data Stores

Time-series and streaming data infrastructure for energy, manufacturing, and infrastructure telemetry — enabling real-time agent decision-making on live operational data at petabyte scale.

Sovereign DB
Database Migration & Sovereignty

Structured migration from legacy and proprietary databases to modern, sovereign-approved platforms — zero business disruption, full data lineage preservation, and AI-ready schema design.

AI Privacy
Federated Learning Infrastructure

Privacy-preserving distributed AI training — models learn from data across multiple sites, subsidiaries, or jurisdictions without centralising sensitive information. AI intelligence without data exposure.

Knowledge Retrieval & Grounding
Enterprise Agents + Knowledge Graph
Multi-Modal Retrieval Augmented Generation

The Knowledge Retrieval & Grounding combines LLM reasoning with enterprise-verified retrieval — grounding every agent response in your actual data. Multi-modal (text, tables, diagrams), graph-augmented, and hallucination-resistant. The difference between an AI that guesses and one that knows.

Graph-augmented retrieval — relationship-aware answers
Multi-modal ingestion — PDFs, tables, images, audio
Source-cited, verifiable responses — no hallucination
Domain-specific fine-tuning & prompt engineering
On-premises or private cloud — data never leaves
ModelOps — continuous evaluation & performance tracking
Adaptive Data Interaction

An intelligent, adaptive data interaction capability that enables users to interact with and operate enterprise data and systems seamlessly. Through multimodal engagement—natural language and context-aware, use-case-driven experiences—it allows teams to interpret data, orchestrate workflows, and execute actions at petabyte scale in real time. Clarity and control, at scale.

Adaptive Data InteractionInsight to ActionUnified Data Operations
Built For Big Data
Market Leading
Real-Time Operational Intelligence
Live Decision Engine at Scale

AI-driven decision engine built for high-volume operational environments — establishing an intelligent layer that detects anomalies before they escalate and optimises decisions across complex, distributed data estates in real time.

Anomaly DetectionReal-Time ProcessingOperational AI
Market Leading
Multi-Dimensional Trend Forecasting
Business Intelligence at Scale

Forecasting across complex, multi-variable business dynamics — multi-model fusion enabling large and small model collaboration across multiple time horizons for peak accuracy in high volume and velocity data environments.

Demand ForecastingMulti-Model FusionTime-Series Intelligence
Semantic AI
Enterprise Text Semantic Understanding

Bulk enterprise content processor — full semantic extraction, anomaly identification, and event-response capability from massive volumes of unstructured text across documents, communications, and operational records at production scale.

Graph
Causal Data Exploration

Thought-graph-style data exploration that deeply mines the true causes behind business problems — replacing linear query approaches with holistic, relationship-aware investigation across petabyte-scale datasets.

Classification
Trillion-Scale Label Computing

Industry-first multi-entity mass label engine — delivering extreme storage and query performance across hundreds of billions of data tags, enabling proximity computing and rapid classification at unprecedented scale.

AI+
Data Solutions

Four integrated capability areas spanning the full data lifecycle — from AI-ready storage and agentic data preparation, through intelligent analytics, to real-time operational AI that turns data signals into business action.

Data Platform
Collect & Store
AI-Ready Data Infrastructure & Governance

Unified AI data architecture with AI agents that continuously profile, catalogue, and classify data assets as they land — ensuring every dataset is governed, discoverable, and AI-ready from day one.

Automated data cataloguing & AI-driven asset classification
Governed lakehouse — structured, semi-structured & unstructured data
End-to-end lineage & access control for AI consumption
Data Engineering
Prepare & Enrich
Agentic ETL, Tagging & Data Quality

AI and Agentic based tools that clean, tag, label, and enrich data. Self-healing jobs detect schema drift and quality issues and resolve them — analysts and models always work with trustworthy data.

AI-driven cleaning, deduplication & semantic tagging
Self-healing pipelines — autonomous drift detection & remediation
Continuous data quality monitoring with automated SLA alerts
Analytics & AI
Analyse & Discover
AI Analytics Agents & Intelligent Reporting

AI analytics agents that answer business questions in plain language, surface anomalies before you ask, and guide analysts through complex multi-dimensional investigations — no SQL, no waiting on a data team.

Natural-language querying with verified, lineage-traced answers
Proactive anomaly detection & automated root-cause analysis
Self-service BI augmented by AI-generated narratives & forecasts
Real-Time AI
Activate & Act
Real-Time Operational AI & Decision Automation

Closes the loop from data signal to business outcome. Agents operationalise data in real time — personalisation, live decisioning, automated workflow triggers — with configurable human-in-the-loop controls where it matters.

Event-driven agents triggered by live streams & model outputs
Real-time personalisation, scoring & dynamic decisioning
Configurable policy playbooks with full audit trail

AI+
Data Tools

As your data services and capabilities partner, we offer a suite of tools — from AI-driven forecasting to enterprise knowledge foundations — built for production-scale environments.

Predict IQ

AI-driven forecasting and analytics to support smarter enterprise decision-making across energy, supply chain, and operational planning.

Intelligence
Unstructured IQ

Extracting actionable insight from large volumes of unstructured enterprise data — documents, reports, work orders, and communications.

Intelligence
Digital Twin
BoardAgentic.ai

AI-powered digital twin platform that mirrors your enterprise in real time — enabling scenario modelling, strategic simulation, and board-level decision intelligence without the risk of acting on incomplete information.

GovernanceIntelligence
Smart Asset Operations

Data-powered monitoring and optimisation of enterprise assets — from equipment health to full lifecycle intelligent maintenance decisions.

Operations
Energy Grid
Grid Reliability Intelligence

Proactive outage-risk detection and restoration prioritisation for large utilities distribution networks — combining frequent-outage pattern analysis with AI-assisted operational decisioning.

UtilityOperations
Energy Grid
Distributed Solar Forecasting & Integration

Multi-model forecasting for distributed photovoltaic output with grid impact assessment — supporting safe renewable integration, hosting capacity planning, and regional consumption optimisation.

UtilityIntelligence
Energy Grid
Transformer Defect & Load Risk Prediction

AI models for transformer defect prediction, reverse-overload sensing, and asset health scoring — enabling differentiated maintenance strategies before failure events occur.

Utility
Power Materials Demand & Warehouse Optimisation

Composite forecasting of grid material demand with warehouse-network balancing — improving procurement readiness, inventory structure, and field delivery resilience.

Utility
OpenClaw
OpenClaw

Open platform and API layer for AI-native communications intelligence — embed real-time detection of AI-generated threats, deepfakes, and adversarial content across voice, email, and digital channels directly into your own enterprise systems and workflows.

PlatformOpenClaw

AI+ Across
Critical Sectors

Purpose-built AI agent solutions for the industries that matter most — energy, financial services, public safety, government, manufacturing, telecommunications, healthcare, and retail & tourism.

Utility
Smart Power Grid

A leading AI agent service provider for smart grid operations. AI fully embedded in grid planning, base construction safety, equipment maintenance, new energy monitoring, and supply-demand management.

  • → 22 core agents — equipment & asset management
  • → 20 core agents — grid construction & operations
  • → 12 core agents — new energy planning
  • → 10 core agents — customer supply & usage
  • → 97% regional coverage across national grid
Financial Services
Risk Control Intelligence

Enterprise risk control unified intelligence for financial institutions — from market surveillance to internal compliance, customer-side risk prediction, and AI-powered quality inspection at scale.

  • → Market risk monitoring (equities, bonds, margin)
  • → Internal business compliance monitoring
  • → Customer credit & fraud prediction models
  • → Smart quality inspection — 100% call coverage
  • → Risk knowledge platform & case library
Public Safety
Intelligence Analytics

End-to-end digital intelligence analytics for public safety and security applications — ranked #1 in independent evaluation. 30× human efficiency in multi-source intelligence processing.

  • → Automated intelligence file generation
  • → Multi-source data fusion & deep AI parsing
  • → 80%+ relationship association accuracy
  • → Hidden relationship inference & simulation
  • → Efficiency uplift 30× vs. human analysis
Public Sector
Public Service Intelligence

AI-powered public administration and social services — from social security fraud detection to tax intelligence platforms and digital-government transformation at national scale.

  • → Medical insurance fraud detection (HK$100M+ saved)
  • → Tax risk intelligence & compliance platform
  • → Public fund management & audit intelligence
  • → Digital-government cloud transformation
  • → Saving HK$100M+ in public funds annually
Advanced Manufacturing
Industrial Intelligence

Smart manufacturing operations powered by AI — predictive maintenance, production intelligence, supply chain optimisation, and low-carbon operations for industrial enterprises.

  • → Equipment predictive maintenance & energy efficiency
  • → Production operations intelligent brain
  • → Supply chain supplier portrait & evaluation
  • → Scheduling cut from 48 hrs to 4 hrs
  • → Industrial low-carbon operations platform
Telecommunications
Network & Customer AI

End-to-end AI for telecoms operators — quality inspection at full call volume, network fault prediction, customer churn reduction, and real-time fraud detection across millions of daily interactions.

  • → 100% call coverage quality inspection
  • → 0.1 sec per record · 90%+ accuracy
  • → Network fault prediction & auto-remediation
  • → Customer churn prediction & retention AI
  • → Real-time fraud detection & risk monitoring
Healthcare
Life Sciences Intelligence

AI-driven intelligence for healthcare providers, insurers, and life sciences firms — from predictive diagnostics and outcomes modelling to claims fraud detection and R&D data platforms.

  • → Therapeutic value quantification & outcomes AI
  • → Pay-for-outcomes model intelligence
  • → Predictive diagnostics & patient analytics
  • → Healthcare claims fraud detection & compliance
  • → Life sciences R&D data platform
Retail & Tourism
Consumer Intelligence

AI-powered intelligence for retail and hospitality operations — predictive restocking, hyper-personalised customer experiences, demand forecasting, and autonomous supply chain optimisation.

  • → Predictive restocking & inventory intelligence
  • → Customer behaviour & preference profiling
  • → Personalised recommendation engines
  • → Tourism demand forecasting & yield management
  • → Supply chain & supplier AI evaluation

Enterprise Case
Studies

Production-verified outcomes across energy, financial services, telecommunications, manufacturing, government, healthcare, retail, and tourism — at the largest enterprise scale.

Energy & Power
Transformer Defect Prediction

Proactive defect management using multi-model fusion (SVR, XGBoost, FP-Growth) — shifting from reactive maintenance to predictive, precision fault prevention.

92% defect accuracy
HK$22M prevented in 6mo
100% more detections vs legacy
Energy & Power
Smart Power Supply Scheme

AI-generated power supply scheme for new connections — embedding AI directly into the customer connection workflow via Agents knowledge foundation and chain-of-thought agents.

95%+ generation accuracy
2–3 days → 5 minutes
20,000+ schemes generated
Energy & Power
Distribution Network Outage Warning

Proactive outage detection and prevention — shifting from "passive complaint handling" to active response. XGBoost-powered frequent outage prediction with impact assessment.

92% identification accuracy
20 min response time
Complaints down 15%
Financial Services
Bank Contact Centre Precision Marketing

AI-powered personalised product recommendations and optimised marketing scripts for contact centre agents — transforming the cost centre into a profit centre.

3% marketing revenue increase
HK$20M uplift year one
Financial Services
Securities Exchange Data Platform

Upgraded 8 core risk monitoring systems for a major securities exchange — unified risk platform across margin financing, stock pledge, bond risk, and market operations monitoring.

35% faster analytics
0.01% data error rate
Dev cycle down 25%
Government & Telco
Medical Fraud Detection & Smart QA

Dual-use AI platform: social insurance fraud detection using cluster card-use behaviour analysis, and AI-powered hotline quality inspection replacing manual sampling with full-coverage automated review.

HK$100M+ fraud savings/yr
100% call QA coverage
0.1 sec per record
Manufacturing
Enterprise Production Operations Brain

Full digital operations capability for an industrial manufacturer — integrating ERP, MES, and production planning data into a unified AI intelligence layer with smart dashboards, anomaly detection, and mobile push.

Processes cut 60%
48hr scheduling → 4hrs
Delivery cycles down 30%
95%+ decision accuracy
Public Safety
Digital Intelligence Analytics Platform

Multi-source intelligence fusion, automated file generation, hidden relationship inference, and simulation prediction — ranked #1 in independent evaluation and validated as the industry benchmark.

Ranked #1 in evaluation
30× human efficiency
80%+ association accuracy
Healthcare & Life Sciences
AI Operations Intelligence for Healthcare Providers

Integrating CRM, ERP, and clinical data streams into a unified AI operations layer — delivering therapeutic value quantification, pay-for-outcomes model intelligence, and predictive patient analytics to improve care delivery and reduce operational costs.

Outcomes-based payment modelling
Predictive diagnostics
Claims fraud detection
Retail & Consumer
Autonomous Inventory & Personalisation Intelligence

Unifying point-of-sale, ERP, and supply chain data into a single AI intelligence layer that autonomously manages restocking, surfaces hyper-personalised recommendations, and optimises supplier evaluation in real time across retail operations.

Predictive restocking
Real-time personalisation
Supplier AI evaluation
Tourism & Hospitality
Demand Forecasting & Yield Intelligence

Fusing booking, channel, and operational data to deliver autonomous demand forecasting, yield management, and guest experience personalisation — enabling hospitality operators to dynamically align capacity and pricing to real-time market signals.

Demand forecasting AI
Dynamic yield management
Guest personalisation
Cybersecurity & Smart Infrastructure
Digital Transformation & IoT Intelligence

End-to-end digital transformation for financial services, government, and critical infrastructure — combining AI analytics, smart IoT sensor networks, cybersecurity hardening, and cloud managed services into a full-stack enterprise intelligence and operational resilience platform.

AI & analytics delivery
Smart IoT operations
Enterprise cybersecurity
Cloud managed services
Cloud & DevSecOps
Zero-Trust Platform Engineering & SRE

Accelerating enterprise cloud-native transformation through DevOps and DevSecOps practice-building, platform engineering, and 24/7 SRE-managed operations — with zero-trust security and operational resilience embedded from the ground up for banking and financial services infrastructure.

DevSecOps transformation
Zero-trust security
24/7 SRE managed ops
Cloud-native migration

Ready to Become
Agentic?

Request a confidential briefing with our enterprise AI specialists. We'll assess your current state and map a path to an AI-native organization.

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