In the AI era, data is not fuel — it is an asset. And assets require quality standards, pricing mechanisms, and ownership frameworks.
The Data Economy addresses the market structure in which data is produced, diagnosed, traded, and owned. From ISO/IEC 5259 quality standards and DataClinic diagnostics to synthetic data generation, blockchain-based value proof, and emerging digital asset legislation — this hub explores the intersection of technology, regulation, and business.
Pebblous is building the core infrastructure of this ecosystem. DataClinic diagnoses quality. Data Greenhouse produces high-quality datasets. PebbloSim generates physics-simulation data. Patented value-proof technology ties it all together — measuring and certifying data worth at every stage.
My Data Is Mine — The Economics of Data Sovereignty in Web3
In a $319B data broker market, individuals receive just $0.03. How Web3, self-sovereign identity, and decentralized data marketplaces are rewriting the rules.
Putting a Price Tag on Data — Value Proof, Blockchain, and the Agent Economy
A deep dive into how Pebblous' patented 'virtual-environment-based data value proof' becomes infrastructure for the data economy.
2026.04.11 · Deep Research Report
Data Is an Asset — What Korea's Digital Asset Basic Act Changes
12 business domains, 11.13 million users, and a KRW 87.2 trillion market — the institutional foundation of Korea's digital asset framework.
2026.05.06 · Deep Research Report
Upstage's $400M Sovereign AI Funding — The Korean Data Question
Korea's National Growth Fund places its first-ever software direct equity check on Upstage. Model capital arrived; the 0.823% Korean-corpus gap shows where data autonomy still has not.
2026.05.11 · Deep Research Report
The Mathematics of Data Quality
The mathematical foundations behind ISO/IEC 5259-2 QM codes. Quantifying similarity, representativeness, and diversity in datasets.
Great Expectations Deep Dive — The First Line of Defense for ML Pipeline Data Quality
Architecture and limitations of the open-source framework that catches data quality issues before they reach production.
DataClinic Diagnostic Stories — The Stories Behind the Numbers in AI Datasets
134 datasets, 12 million images diagnosed. A narrative series from ImageNet to defense synthetic data.
Nemotron-Personas-Korea — A Starting Point for Korea's AI Sovereignty
NVIDIA's 7-million synthetic persona dataset. What demographic-based synthetic data means in the era of sovereign AI.
Agents Are Not Tools — They Are Data Generation Machines
Reinterpreting Claude Creative Work's 9 MCP connectors through the lens of data quality risk. O(T) error accumulation, MCPTox vulnerabilities.
In a market where data becomes an asset, the value of that asset is ultimately decided by its quality. Pebblous works to diagnose and raise the quality of the data AI learns from. See how at DataClinic, where data-quality diagnosis, refinement, and certification come together.