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How does it work?

Danny Data Anonymization transforms raw patient records into research-ready, de-identified datasets — automatically and irreversibly.

Step 1

Ingest Medical Records

Accepts structured data, scanned PDFs, or free-text clinical notes in multiple formats.

Step 2

AI-Based PII Recognition

Our proprietary AI model identifies personal identifiable information (PII) not only in predefined fields but also hidden within free-text notes like epicrises and physician comments.

Step 3

Full One-Way Anonymization

Generates a one-way, irreversible hash key — ensuring patient identities can never be re-linked or recovered.

Step 4

GDPR-Certified Output

Anonymized datasets are fully compliant and ready for secure sharing, RWD platforms, or internal research.

Products

Use Cases

Secure internal research and quality improvement

Anonymize patient-level oncology data for internal analyses, clinical audits, and outcome tracking — without triggering complex ethics approvals

Cross-institutional collaboration

Enable secure, compliant data sharing between hospitals, research networks, or academic institutions — while fully protecting patient identities.

Compliance with hospital data governance policies

Automate anonymization workflows to align with institutional data protection and privacy protocols, reducing manual overhead.

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Enable compliant access to hospital-sourced oncology RWD

Receive high-quality, anonymized real-world data from hospitals to support feasibility, trial design, and evidence generation — with zero patient identifiers and full GDPR alignment.

Accelerate HTA and market access submissions

Use de-identified patient-level data for regulatory dossiers, value frameworks, and post-launch surveillance, with full privacy assurance.

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Speed up partnerships with data holders

Reduce negotiation time by eliminating legal and compliance concerns around patient data exposure, enabling faster RWD access from hospital partners.

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Products

Features

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AI-Powered PII Detection

Automatically finds and removes names, dates, addresses, and phone numbers in structured and free text.

One-Way Hashing

Uses irreversible hash generation to guarantee de-identification with zero re-linking risk.

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Language Support

Recognizes and anonymizes PII in 11 European languages — including English, French, German, Romanian and more.

Automation-Ready

Works as a standalone tool or integrates directly with Danny DataStruct and other modules.

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Transparency & Logging

Generates full logs and audit trails for governance teams and data protection officers.

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Benefits

Benefits

Advanced AI Accuracy

Our anonymization model achieves over 99% accuracy in identifying and removing sensitive information.

Unmatched Privacy Assurance



One-way anonymization ensures there is no possible re-identification, even internally.

Built for Clinical Reality

Recognizes and removes PII hidden in narrative documents like epicrises and consultation notes — not just structured fields.

Certified and Trusted

Fully certified under GDPR Article 42 as a compliant tool for medical data anonymization, active across the EU.

Experience Danny Data Anonymization and its benefits for your organization

Oncology Medial Records

Trained on over 0 B+

AI Models Accuracy

Over 0 %

Languages

Data extracted from 0
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Security

Security & Compliance

Certified under GDPR Art. 42

No Personal Identifiers Retained

Compliant by Design

Deployable on-prem or cloud

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Get in Touch

Let us show you how Sqilline Health can support your goals.

We can help you to…

Structure Oncology Data

Analyze Real-World Data

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