Responsible AI

Last updated: January 12, 2026

HAIEC Inc. ("HAIEC," "we," "us," or "our") is an AI governance and compliance platform. This page explains our approach to AI and how we build our products.

Our Core Principle: Deterministic Engines

HAIEC does not use AI, machine learning, or probabilistic models in our core compliance engines.

Our compliance assessments, security scans, and governance tools are built on deterministic, rule-based engines. This means the same inputs always produce the same outputs—no guessing, no hallucinations, no unexplainable results. Every finding can be traced back to a specific rule and evidence.

Why We Don't Use AI in Our Engines

Reproducibility

Compliance requires consistency. Our deterministic engines produce identical results every time, making audits straightforward and findings defensible.

Explainability

Every finding links to a specific rule, evidence, and remediation step. No black boxes, no "the AI thinks" explanations.

No Hallucinations

AI models can generate plausible-sounding but incorrect information. Our rule-based approach eliminates this risk entirely.

Audit-Ready

Regulators and auditors can verify our methodology. Every rule is documented, versioned, and traceable.

What We Don't Do

  • No AI-generated compliance advice: We don't use LLMs to generate compliance recommendations or legal guidance.
  • No ML-based scoring: Our compliance scores are calculated using explicit, documented formulas—not trained models.
  • No training on customer data: Your assessment data, code, and documents are never used to train any models.
  • No probabilistic security findings: Our security scanner uses pattern matching and static analysis, not AI inference.

Our Technology Stack

ComponentTechnologyAI Used?
Compliance WizardsRule-based scoring engineNo
AI Security ScannerStatic analysis, pattern matchingNo
GitHub IntegrationMetadata collection, rule evaluationNo
External AI SnapshotWeb scraping, pattern extractionNo
Badge GenerationDeterministic status derivationNo
Report GenerationTemplate-based document generationNo

Data Protection

  • No model training: Customer data is never used to train AI or ML models.
  • No third-party AI services: We don't send your data to OpenAI, Anthropic, or other AI providers.
  • Data minimization: We collect only what's necessary to provide our services.
  • Encryption: All data is encrypted in transit (TLS 1.3) and at rest (AES-256).

Transparency Commitment

We believe in radical transparency about how our tools work. Our rule engines are documented, our scoring methodologies are published, and our findings always include the specific evidence and rules that triggered them.

Questions?

If you have questions about our approach to AI or how our tools work, please contact us at privacy@haiec.com.