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SynTitan Turn enterprise data into AI-ready data, SynTitan LLM Capsule Secure enterprise use of LLMs azoo Trade trusted synthetic data across industries DTS Generate privacy-protected synthetic data SynData Validate and benchmark synthetic data SynConnect Integrate and orchestrate data flows
SynTitan

One search. Complete access.

Transform every dataset into a secure, shared workspace for faster collaboration without privacy risk.

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LLM Capsule

Use LLMs on enterprise data — safely.

Mask sensitive fields before they reach the model. Compliance logging, policy control, on-prem deployment.

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azoo

Discover and trade verified synthetic datasets — all in one marketplace.

Buy, sell, and sponsor synthetic datasets with full transparency and compliance.

Built for data creators, buyers, and enterprise partners.

DTS

Your AI is only as good as the data it trains on.

DTS solves unusable data — whether it's restricted, imbalanced, or missing coverage your model needs.

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SynData

Measure what matters.

Validate synthetic data quality with statistical fidelity, privacy guarantees, and downstream utility metrics.

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Connect, orchestrate, deliver.

Integrate synthetic and real data flows across teams, environments, and compliance boundaries.

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CUBIG

Redefining how organisations trust, protect, and use data.

CUBIG builds AI-driven systems that redefine data security — from generation and transformation to validation and integration.

CUBIG's DATA Ecosystem
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CUBIG's non-access architecture and differential privacy framework ensure 100% protection — no exposure, no compromise.

Our proprietary privacy framework enforces compliance, guaranteeing safe data synthesis across any environment or use case.

CUBIG's DATA Protection Technology
READ MORE Award ISO-Certified AI-Ready Data Infrastructure | CUBIG Achieves 27001 & 42001
READ MORE Award CUBIG, an AI-Ready Data Company, Selected as the Only Korean Finalist in the Global Telecom Innovation Program 'T Challenge 2026'
READ MORE Product CUBIG Launches AI-Ready Data OS 'SynTitan'
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CUBIG

In-depth thinking on AI, synthetic data, and enterprise transformation.

Read expert insights from Cubig's specialists on innovation, data protection, and real-world synthetic data applications.

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Browse CUBIG's glossary to understand the essential language of AI, privacy and synthetic data.

Understand the terminology and frameworks behind CUBIG's synthetic data and privacy innovations.

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Home / Glossary / Data Access Decoupling

What is Data Access Decoupling?

Data Access Decoupling refers to the separation of direct raw-data access from actual data usability. It allows teams and systems to work with controlled representations or transformed states instead of depending on original source exposure.

Related Glossaries

  • Data State Freezing Data State Freezing refers to the act of fixing a data state so it no longer changes for a defined execution or release. Once frozen, that state becomes a consistent reference point for re-runs, comparisons, and reviews.
  • Metadata Metadata refers to descriptive information about data, providing context such as structure, source, and usage. It enhances data discovery, management, and governance, playing a critical role in data catalogs, indexing, and search optimization.
  • Speech Recognition Speech recognition refers to the technology that converts spoken language into text using AI and linguistic models. It powers virtual assistants, transcription services, and voice-activated systems in various industries.
  • Unusable Data Unusable Data refers to data that exists but cannot be directly used for AI because it is incomplete, biased, structurally inconsistent, poorly formatted, or lacking in sufficient rare or edge cases. The core issue is not data absence, but the…

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