Private Fine-Tuning in TDX
Waitlist
Waitlist · Fine-tuning inside Intel TDX, not available yet

Fine-tune AI on your
most confidential data.

Planned: your training data is processed inside an Intel TDX enclave, where memory is encrypted by the CPU, and you receive the LoRA adapter weights. Not available yet. Join the waitlist for the technical preview.

For legal, medical, financial, and HR teams that want custom models trained in hardware-isolated memory.

PLANNED ARCHITECTURE, PRIVATE FINE-TUNING IN TDX

STEP 1Your training data

Encrypted in transit (TLS)

STEP 2Intel TDX EnclaveCONFIDENTIAL

Memory encrypted by the CPU · attested Intel TDX instance

STEP 3LoRA training inside enclave

Base model + your data → LoRA adapter weights

STEP 4LoRA adapter weights

Returned to you; delivery format confirmed before the preview opens

Planned: training data not kept after the job
Planned: attested Intel TDX instance
Not available yet, waitlist only

WHY THIS IS DIFFERENT

Hardware-isolated training (planned)

Training is planned to run in Intel TDX, where memory is encrypted by the CPU and the host's hypervisor cannot read enclave memory.

You keep the adapter (planned)

The LoRA adapter weights are returned to you. The delivery format will be confirmed before the preview opens.

Attested hardware (planned)

Jobs are planned to run on an attested Intel TDX instance.

Waitlist only

Fine-tuning is not available today. Nothing on this page runs yet; join the waitlist for the technical preview.

Request early access

Fine-tuning is not open yet. Leave your email and we'll contact you when the technical preview opens.

No credit card. Technical preview for enterprise teams only.

ESTIMATED PRICING

Starter$299/run

Up to 1K training examples · Qwen3-32B base · 1 LoRA export

Professional$899/run

Up to 10K examples · Qwen3.5-397B base · 3 LoRA exports

EnterpriseCustom

Volume and terms agreed per contract

* Pricing not final. Based on GPU hours of Intel TDX compute.

USE CASES

LegalClassification

Legal document classifier

Fine-tune on your firm's proprietary contracts and case law in hardware-isolated memory.

HealthcareHIPAA

Medical entity extractor

Train a specialized NER model on patient records inside an Intel TDX enclave.

FinanceM&A

Financial risk scorer

Your internal deal data + LoRA training = a proprietary risk model your competitors can't replicate.

HRCompliance

HR policy analyzer

Fine-tune on confidential HR documents to flag potential policy issues.

Want to see it running now?

Try confidential inference in the Playground, available today.

Open Playground