After connecting a repository, this reviewer found the platform effectively checks applications against various frameworks and organizes findings into clear gaps. The extensive coverage leads to a learning curve, with some workflows needing clearer organization for new users.
View Full ReviewHuman AI Evidence Company- HAIEC The Problem: You Can't Defend What You Can't Prove AI systems no longer just generate answers. They call APIs, modify databases, send money, invoke tools, and trigger downstream services. Permission does not equal capability. Capability does not equal execution. Policy does not equal enforcement. Enterprises have AppSec scanners, IAM systems, observability platforms, and GRC tools—but evidence is fragmented across each layer. No single tool answers the question: What can this specific AI system actually reach, change, or trigger? The USP: Deterministic, Evidence-Bound Assurance HAIEC's unique selling proposition is deterministic assurance for consequential AI. Where most governance platforms rely on questionnaires, dashboards, or probabilistic AI testing, HAIEC runs rule-based deterministic engines. Same inputs. Same outputs. Same SHA-256 hash. Compliance decisions become reproducible and legally defensible—not "best guess" attestations. As HAIEC states: "AI may reason probabilistically. Consequential actions require assurance". How It Works HAIEC operates across three stages: Collect evidence from security scanners, AI inventory, and runtime sources; Compare what is requested, authorized, granted, capable, and observed; Assure with deterministic ALLOW/REVIEW/BLOCK evaluations and verification records. The Compliance Twin maintains versioned compliance state with drift detection. Evidence Fingerprinting produces tamper-evident Merkle tree bundles with HMAC-SHA256 signatures. Core Capabilities AI Security Scanner delivers 121 Semgrep rules for prompt injection, data leakage, and tool abuse. Runtime Security conducts live adversarial testing against AI endpoints. AI Inventory Discovery automatically catalogs all AI systems, models, and data sources. GitHub Integration enables CI/CD-native scanning. Open-source SDKs for Node.js and Python, plus a full REST API, support custom integrations. The Compliance Wizard guides assessments for SOC 2, ISO 27001, EU AI Act, and NYC LL144. Who It's For HAIEC serves compliance and security teams, AI governance advisors, fractional CISOs, MSSPs, and audit firms who need technical evidence without building an analysis stack from scratch. It is particularly suited to organizations with data sovereignty requirements, as it can run on-premise. HAIEC complements existing SAST, DAST, IAM, and GRC platforms—it does not replace them. It correlates their outputs into a single deterministic assurance evaluation.
