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Data Leakage Risks

External AI APIs may expose your data to unknown logging, training, or storage systems—putting regulated information like financial or legal records at risk.

Compliance Pressure

Industries like healthcare and finance face strict regulations (e.g., HIPAA, GDPR). SaaS LLMs may fall short, risking violations.

Custom Fine-Tuning Need

Domain-specific fine-tuning must happen in secure environments—never uploading sensitive data to public services.

Custom Fine-Tuning Need

Domain-specific fine-tuning must happen in secure environments—never uploading sensitive data to public services.

Third-Party Data Risk

Compliance Burden

Fine-Tuning Control

Vendor Independence

From SaaS APIs to private LLMs, ensure robust data control every step.

Public SaaS API ➝ Compliant Cloud ➝ Self-Hosted Private LLM