Data Inventory, Thai NLP & On-Premise AI
Automated data discovery, classification, and mapping — powered by GPU-accelerated Thai NLP models — fully sovereign, zero cloud dependency
Conzento's Sovereign AI platform brings enterprise-grade generative AI to your on-premise infrastructure. Purpose-built for Thai regulatory compliance, the platform processes PDPA, BOI, and SEC documents with native understanding — no translation layers, no cloud dependencies.
- 100% on-premise deployment with GPU acceleration
- Native Thai NLP fine-tuned on 500,000+ regulatory documents
- Under 2s inference latency for real-time processing
- Air-gapped deployment support for classified environments
Why On-Premise Generative AI?
Government agencies and regulated enterprises cannot send sensitive documents to cloud-based AI services. Our platform runs entirely within your data center — air-gapped if required — ensuring zero data exfiltration. GPU-Accelerated inference delivers cloud-equivalent performance without cloud risk.
Unlike SaaS AI solutions that route data through external servers, Conzento processes everything within your secure perimeter. This eliminates concerns about data residency, cross-border data transfer, and third-party access to sensitive regulatory documents.
Our GPU cluster management system automatically balances inference workloads across available hardware, maintaining consistent low-latency performance even during peak usage periods.
- Full air-gap capability — no internet connection required for operation
- GPU workload balancing across NVIDIA A100/H100 clusters
- Support for on-premise deployment in government-classified environments
- No telemetry, no external API calls, no vendor lock-in
Purpose-Built Thai NLP
Generic multilingual models lose nuance in Thai legal and regulatory text. Our Thai NLP LLM is fine-tuned on PDPA legislation, BOI regulations, SEC filings, and Royal Gazette announcements. It understands Thai legal terminology, honorifics, and document structure natively.
Our training pipeline incorporates over 500,000 Thai regulatory documents spanning two decades of legal history. The model understands contextual relationships between legislation sections, cross-references, and amendment structures that generic models miss entirely.
- Fine-tuned on PDPA, BOI, SEC, OIC, and Bank of Thailand regulations
- Native understanding of Thai honorifics and formal legal language
- Cross-reference detection between related legislation sections
- Continuous learning from new regulatory updates without cloud retraining
Automated Data Inventory & Classification
AI Discovery Agents automatically scan, classify, and map personal data across every connected system in your organization. The platform identifies 50+ PDPA data categories, creates visual data flow maps, and maintains a living inventory that updates in real-time as your data landscape evolves.
Traditional data inventory relies on manual surveys and interviews that become outdated within weeks. Our automated approach continuously monitors data flows, detects new personal data processing activities, and alerts your DPO when changes require attention.
REST API connectors integrate with existing government and enterprise systems, enabling automated data discovery without disrupting your current workflows.
- Automated scanning and classification of personal data across all systems
- 50+ PDPA data categories with automatic labeling
- Visual data flow mapping showing how personal data moves through your organization
- REST API connectors for integration with existing government and enterprise systems
- Real-time inventory updates as data landscape changes
Sovereign Data Architecture
Full air-gapped deployment capability. No telemetry, no external API calls, no cloud dependencies. Your encryption keys, your infrastructure, your data. Meets the strictest government security classifications for on-premise AI deployment.
- Hardware security module (HSM) integration for encryption key management
- Network isolation with configurable firewall rules
- Encrypted data at rest (AES-256) and in transit (TLS 1.3)
- Support for Thai government security classification levels
- REST API gateway for integration with existing government and enterprise systems
System Architecture
How It Works
Deploy On-Premise
Install the Conzento platform on your GPU-enabled infrastructure. Full air-gap support available.
Ingest Documents
Feed your regulatory documents, policies, and legal texts into the NLP pipeline for processing and indexing.
AI Processes Locally
GPU-accelerated Thai NLP models analyze, classify, and index your documents — all within your secure perimeter.
Query & Insights
Users query the system in natural Thai or English and receive accurate, source-cited answers in real-time.
Deploy On-Premise
Install the Conzento platform on your GPU-enabled infrastructure. Full air-gap support available.
Ingest Documents
Feed your regulatory documents, policies, and legal texts into the NLP pipeline for processing and indexing.
AI Processes Locally
GPU-accelerated Thai NLP models analyze, classify, and index your documents — all within your secure perimeter.
Query & Insights
Users query the system in natural Thai or English and receive accurate, source-cited answers in real-time.
Use Cases
Government Agencies
Process classified regulatory documents and citizen data with zero cloud exposure. Meet Thai government security classifications.
Financial Institutions
Analyze BOT and SEC filings, extract compliance obligations, and monitor regulatory changes automatically.
Legal Firms
Search across thousands of legal precedents and regulations with semantic understanding of Thai legal language.
Healthcare Providers
Process patient records and health regulations while maintaining PDPA compliance for sensitive medical data.
Manufacturing & BOI
Track BOI incentive conditions, monitor compliance deadlines, and generate regulatory reports automatically.
Telecommunications
Manage subscriber data privacy at scale, handle NBTC regulatory requirements, and automate consent management.
Data Inventory for Ministries
Automatically discover and map personal data across ministry departments, create comprehensive data inventories, and maintain PDPA-compliant records of all processing activities.