Direct client engagement, CTO-as-a-Service. Developer SDK for PII redaction and LLM observability, built to support secure enterprise AI usage. A compliance-support layer for organisations operating under PDPA, GDPR, and sector-specific data protection frameworks. Bayseian leads architecture, NER model development, UI/UX, and research. Status: live production (as of July 2026).
The problem
Enterprise teams adopting LLMs faced a critical gap: no production-ready tooling to redact sensitive data before it reached model APIs, or to monitor what data was being processed. Compliance teams were blocking AI adoption as a result.
Building it
Bayseian serves as CTO-as-a-Service, leading the architecture, NER model development, and SDK design. The platform provides PII detection and redaction at the API layer, with an LLM observability dashboard for audit trails and compliance reporting.
What changed
Enprivacy is in live production and serving enterprise clients across Southeast Asia and Europe (as of July 2026), helping teams reduce the regulatory risk of AI adoption. The SDK integrates quickly and supports ongoing compliance workflows.
