Best Attestable Alternatives & Competitors in 2026

Honeypotz AI Studio

Confidential computing platform securing AI/ML models and sensitive data.

Vijil Trust Report

LLM trust evaluation report scoring models on security, safety & reliability.

NeuralTrust Model Scanner

Scans AI models for malicious code, vulnerabilities, and unsafe artifacts pre-deployment.

Secure AI Lab

Academic research lab focused on privacy-preserving and secure AI/ML.

Bosch AIShield AISpectra

API-based AI/ML vulnerability assessment and defense platform.

Duality Secure AI Collaboration Platform

Platform for privacy-protected AI/ML model training on sensitive data.

Enveil Secure AI

PETs-powered encrypted ML training, inference, and validation across data silos.

ObjectSecurity FortiLayer

AI/ML model security tool for internal vulnerability analysis in defense apps.

Starseer Platform

Scans, monitors, and enforces policy on AI models

Protect AI Guardian

AI model security scanner detecting threats across 35+ model formats

DataKrypto FHEnom for AI

FHE-based solution securing AI models and data throughout training and inference

DeepKeep Model Scanning

Scans AI models for security threats before deployment

Irdeto AI Model Protection

Protects AI models from theft, misuse & reverse engineering via licensing

Skyld

AI model protection platform securing on-device models from reverse engineering

Safe Intelligence

ML model validation, robustification, and monitoring platform

Mirror Security VectaX

FHE-based encryption for AI models, vector databases, and RAG workflows