Independent Validation
for Medical AI.
No Privacy Exposure.
Validate medical AI on real clinical data — without either party exposing what they came to protect.
Independently verified performance data on real clinical datasets. Your model IP stays protected.
A real pilot study using your patient data. No vendor access required.
Both get proof, not promises.
The status quo is broken for everyone
Validating medical AI today requires an uncomfortable choice — blind trust or dangerous data exposure.
Trust the vendor — or expose patient data
Today, hospitals must either trust AI vendors on faith or share sensitive patient records to run a pilot study. Neither option is acceptable. Procurement stalls, pilots never start, and promising technology sits unused.
- Months of NDA negotiations
- IRB and compliance bottlenecks
- No independent verification of vendor claims
Prove your model works — without exposing it
AI vendors spend months on legal negotiations before they can even demonstrate their model on real clinical data. By the time a pilot starts, budget cycles have passed and deals fall through.
- Sales cycles measured in quarters, not weeks
- Model IP at risk during open pilots
- No trusted third-party to validate claims
Validation without exposure
Three steps. Both parties keep their assets. One cryptographically verified result.
AI Vendor Submits
The AI vendor encrypts their model with a key only the enclave can access. The encrypted package is delivered to IdemLabs. The model is never decrypted outside the TEE.
Hospital Submits
The health system encrypts their clinical dataset with a key only the enclave can access. Patient data is submitted to IdemLabs. It is never exposed to the AI vendor.
IdemLabs Validates
Both encrypted assets are loaded inside a sealed Enclave (TEE). Validation runs, then IdemLabs delivers a signed metrics report both parties can independently verify.
No party — including IdemLabs — ever sees the other's decrypted assets. The only thing that leaves the enclave is a signed validation result.
Close hospital deals faster — without giving anything away
IdemLabs lets you prove your model's performance on real customer data before a contract is signed, without exposing a single model weight.
Accelerate sales cycles
Walk into procurement conversations with independently validated performance data on real clinical datasets. Compress months of negotiation into days.
Protect your model IP
Your model weights never leave the TEE unencrypted. The hospital never sees your architecture or training data — only the signed performance report.
Third-party validation as a sales artifact
A cryptographically signed attestation from an independent third party is more compelling than any internal benchmark you can produce. It's a closer.
Satisfy hospital procurement requirements
Health systems are under pressure to validate AI tools before deployment. IdemLabs gives them the independent study they need — without you having to expose your IP.
Ed25519 signature verifiable by either party or any auditor
vs. 6–9 months with traditional vendor pilots
patient records exposed to vendor
cryptographically verifiable results
Evaluate AI on your data — without your data leaving your control
Run real AI pilot studies using your clinical data. No vendor access required. No compliance shortcuts. Just independent, cryptographically verified results you can trust.
De-risk AI procurement
Run a real pilot study on your own patient data without sharing a single record. Get verified performance metrics before you sign anything.
Results in days, not months
No IRB marathon. No NDA negotiation. IdemLabs's sealed validation framework is designed to run in days while meeting compliance requirements.
Independent validation you control
IdemLabs is not the AI vendor and has no stake in the outcome. You receive a cryptographically verified report you can independently audit and share with your clinical team.
Built for regulatory environments
IdemLabs's workflow is designed to support FDA 510(k) and EU MDR pilot study documentation requirements. Every step is auditable and signed.
More trustworthy than contractual guarantees
Contractual NDAs depend on human compliance. IdemLabs depends on cryptographic hardware guarantees. The math doesn't lie.
Trusted Execution Environments (TEE)
Isolated compute environments with no persistent storage, no network access, and no human access — not even from IdemLabs staff. Only attested cryptographic operations.
RSA-4096 Encryption
Both the AI model and clinical dataset are encrypted before submission, using keys derived inside the enclave. Nothing enters the TEE without proper cryptographic authorization.
Ed25519 Signed Reports
Every validation report is signed with an Ed25519 key whose public key is published. Both parties — and any auditor — can independently verify the signature and the result.
Hardware Attestation Chain
A hardware-generated attestation document proves that the enclave code is exactly what IdemLabs published and hasn't been tampered with. You don't have to trust IdemLabs — the hardware attests itself.
- Requires trusting every person at the vendor
- Enforcement requires legal action after the fact
- Audits are expensive and slow
- NDAs don't prevent accidental exposure
- Cryptographic proof — hardware-enforced, not people-enforced
- Attestation verifiable before any data is submitted
- Auditable at any time by either party or a regulator
- Enclave architecture makes exposure mathematically impossible
Ready to validate
your first model?
Whether you're an AI vendor looking to close hospital deals faster, or a health system evaluating your first AI tool — let's talk.
No commitment required. We'll respond within one business day.