Truveil gives AI companies a self-hosted verification layer for high-consequence outputs—claims decisions, clinical summaries, compliance reports. Seal a record when the output is produced. Independently verify it later.
The problem
When an AI model produces an insurance claim assessment, a medical summary, or a legal analysis, that output often becomes the basis for a real decision. It gets stored, forwarded, and relied upon.
But weeks or months later, there’s usually no way to confirm that the output hasn’t been altered—accidentally or otherwise. No chain of custody. No integrity proof. Just a file that could be the original, or could be something else entirely.
In regulated industries, that gap is a liability.
How it works
Your AI system generates a result—a claims decision, a clinical note, a compliance report. Nothing about your pipeline changes.
Truveil hashes the output, records it in a tamper-evident chain, and bundles the verification artifact. The record is cryptographically bound to the original content.
An operator, auditor, or counterparty uploads the bundle and Truveil confirms whether the output is exactly what was originally sealed—or flags that something has changed.
Use cases
AI-generated claims assessments become binding documents. Verification lets carriers and regulators confirm that the assessment on file is the one the model originally produced.
Clinical summaries and triage outputs inform treatment decisions. A tamper-evident record ensures the AI output a provider references hasn’t been modified after the fact.
AI-assisted contract review, due diligence reports, and regulatory filings carry legal weight. Verification provides a defensible chain of custody for the output itself.
Internal model governance and audit teams need to prove that evaluation outputs haven’t drifted between production and review. Sealed records close that gap.
Why Truveil
Truveil runs inside your infrastructure. Your data, your outputs, your verification records—none of it leaves your environment.
Operators verify bundles through a simple web interface. No CLI required, no special tooling. Upload a bundle, get a clear result.
Verification doesn’t depend on trusting Truveil. The cryptographic chain is self-proving—anyone with the bundle can confirm integrity.
Small, readable codebase. No unnecessary abstractions, no opaque ML pipelines. The system is designed to be reviewed by the people who deploy it.
FAQ
Truveil verifies that a specific AI output has not been modified since it was sealed. It does not evaluate the quality or correctness of the output itself—it confirms integrity, not accuracy.
No. Truveil is a verification layer that sits alongside your existing pipeline. You produce outputs however you do today, then seal them with Truveil for later verification.
Yes. Truveil is designed for private deployment. It runs inside your infrastructure and your data never leaves your environment.
AI companies in regulated industries—insurance, healthcare, legal, compliance—where AI outputs become business records, audit artifacts, or decision inputs that may need to be verified later.
No. Truveil uses a hash-chain—a straightforward cryptographic data structure—to create tamper-evident records. No blockchain, no tokens, no external consensus mechanism.
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