Provenize

Provenize is a local-first memory and audit layer designed for AI workflows, specifically addressing the needs of professionals handling sensitive material. Its core principle is that trustworthy answers must be backed by verifiable sources, so the tool is structured to refuse responses unless it can cite where the information originated. This approach is intended to eliminate hallucinations by ensuring every claim is traceable to an exact document and page, making it suitable for environments where accuracy and accountability are paramount.

The platform features a tamper-evident log that records all activity, with cryptographic verification to allow independent auditors to confirm that nothing has been altered. This audit trail is intended to provide proof of every action, supporting compliance and transparency requirements. Provenize enables users to search and recall information across their own documents, with every result linked directly to its source. The tool is designed so that all data remains on the user's machine; external AI providers receive only the prompt and the specific quoted passages required, never the entire document collection.

Provenize is built for professionals who must defend every claim they make, such as those in cybersecurity, penetration testing, legal, compliance, and financial sectors. Its focus at launch is on cybersecurity and penetration-testing teams, but it is also applicable to any field with similar demands for verifiable, confidential work. The tool works across different AI assistants, allowing the same memory and context to be maintained regardless of which AI tool is in use.

By keeping all records locally and providing a cryptographically verifiable audit trail, Provenize addresses the challenges of privacy, auditability, and source verification in professional AI use. Its design ensures that sensitive information never leaves the user's machine, supporting both privacy and regulatory compliance needs.