Scalable Verification Scenario Models
The trust layer for AI combing with three modes for scalable verification scenarios.
| Mode | Primary Usage | Strength | When to Use |
|---|---|---|---|
TEE Mode | Default | Trusted execution environment (Intel TDX and SGX are both OK) with remote attestation | Most inference and fine-tune tasks |
TEE + ZK Mode | Optional extension | Adds zero-knowledge proofs for selective inputs, outputs, or logic constraints | Privacy-sensitive or regulatory tasks |
Optimistic Mode (OP) | Backup | Enables fraud-proof-based verification when TEE is unavailable | Lightweight agents or fallback arbitration |
What Data Demands Verified Computing?
Financial & Transactional Data
For fintechs, credit bureaus, neobanks, and DeFi protocols where data integrity and audit trails are paramount.
Healthcare & Biomedical Records
For digital health apps, diagnostics platforms, and research collectives who must need cryptographic guarantees for data access.
Legal, Compliance & Regulatory Data
For lawtech, govtech, and regulatory AI workflows, where chain-of-custody and immutability are required by design.
Identity, Personal & Consumer Data
For privacy-first apps, Web3 identity layers, or any platform seeking user-owned data and strong privacy by default.
Enterprise & Industrial Data
For manufacturing, logistics, and industrial AI use cases needing tamper-evidence and shared analytics without data leakage.
Scientific Research & Open Data
For DeSci, open science, and academic collaborations where provenance, reproducibility, and fair attribution are critical.
Verified Computing Architecture
Cryptographic Security Layers
Execution Trust
Protected via hardware-based Trusted Execution Environment (TEE), isolating data and logic from any external compromise.
Data Privacy
Guaranteed by enclave isolation and optional Zero-Knowledge proofs.
Output Integrity
Cryptographic signatures ensure outputs correspond exactly to claimed inputs and computation steps.
Dispute Resolution
Transparent, incentive-driven fraud challenge system ensuring continuous verification integrity.
Learn more about Verified Computing Framework
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