Zero-Dependency · Pure Python · Open Architecture

Every AI Decision,
Proven.

AuditCore is a cryptographically auditable decision engine that makes every automated decision fully traceable, tamper-evident, and explainable — built for the regulated industries that can't afford black boxes.

audit_record.json
"record_hash": "a4f8…3c7e", "chain_link": "prev:b91d…0a2f → curr:a4f8…3c7e", "outcome": "APPROVED", "confidence": 0.91, "rules_pass": 5/5, "reasoning": "Strong credit profile, LTV within limits", "tampered": false ← SHA-256 verified
7
Pipeline Stages
SHA-256
Hash Chains
539+
Tests Passing
0
External Deps
Architecture

Seven Stages. Full Traceability.

Every decision flows through a deterministic pipeline. Each stage produces auditable artifacts — and the entire chain is cryptographically sealed.

Risk
Assessment
Classify input risk tier
📋
Evidence
Collection
Gather supporting data
⚖️
Rules
Engine
Domain-specific compliance
🧠
Reasoning
Chain
Multi-step logic trace
📊
Confidence
Score
Weighted reliability calc
🚦
Decision
Gate
Approve / Escalate / Deny
🔒
Audit
Trail
Hash-linked immutable log
Flexible Automation

Three Tiers. Your Control.

We don't sell an AI model. We sell the infrastructure that makes any AI model safe for regulated decisions. Choose how much autonomy the AI gets — every tier produces the same cryptographic audit trail.

Tier 1 — AI-Enhanced

Human drives, AI assists. Fill in structured forms — the AI enriches reasoning, flags risks, and strengthens confidence scoring. You stay in full control.

📄

Tier 2 — AI-Interpreted

Human provides, AI interprets. Paste unstructured documents — the AI extracts structured fields, maps them to your schema, and feeds the decision pipeline. You review before commit.

💬

Tier 3 — AI-Autonomous

AI drives, Human approves. A conversational agent gathers information through guided dialogue, proposes a decision, and waits for your sign-off. Full audit trail of every exchange.

⚖️

Rules Engine as Hard Constraint

Every AI recommendation passes through deterministic compliance rules. The AI can suggest — the rules engine enforces. No exceptions, no overrides.

🔄

Model-Agnostic by Design

Swap between OpenAI, Ollama, or any LLM without losing compliance guarantees. Hot-swap at runtime — zero downtime, zero data loss. Your rules survive any model change.

🔧

Per-Customer Policy Config

Adjust thresholds, rules, and escalation policies per customer without model retraining. Policy changes are instant, versioned, and audited — configuration, not computation.

Key Differentiators

Why AuditCore

Traditional AI systems are opaque. Ours is transparent by design, cryptographically verifiable, and built to satisfy the toughest regulators.

🔐

Tamper-Evident Hash Chains

Every decision record is SHA-256 hashed and chain-linked to the previous record. Alter a single byte and the chain breaks — instantly detectable, mathematically provable.

🔍

Full Explainability

Every outcome includes a human-readable reasoning chain, evidence breakdown, rule-by-rule compliance results, and a weighted confidence score. No black boxes.

📦

Zero External Dependencies

Pure Python standard library. No NumPy, no TensorFlow, no third-party packages. Deploys anywhere Python runs — no supply-chain risk, no license liabilities.

🎯

Policy-Configurable Rules

Adjust risk thresholds, escalation policies, and compliance limits at runtime. Rules rebuild live — no redeployment, no downtime, full version history.

🧪

What-If Analysis

Counterfactual simulation shows exactly how changing any input affects the outcome. Decision-makers see the sensitivity of every factor before committing.

🛡️

Regulator-Ready Audit

Exportable audit trails with chain verification, tamper simulation, and per-record integrity proofs. Built for SOX, ECOA, HIPAA, and Solvency II compliance.

Domains

Built for Regulated Industries

Three production-ready domains with domain-specific rules, risk models, and compliance frameworks — extensible to any industry.

Healthcare

Clinical Decision Support

Auditable treatment recommendations with patient safety guardrails, drug interaction checks, and informed consent verification.

  • Contraindication and allergy cross-checks
  • Evidence-based treatment matching
  • HIPAA-grade audit immutability
  • Auto-escalation for high-risk patients
Insurance

Claims Adjudication

Transparent claim processing with fraud detection, coverage validation, and regulatory-compliant decision records.

  • Policy status & coverage verification
  • Duplicate claim detection
  • High-value claim auto-escalation
  • Solvency II & state-regulation parity
Finance

Mortgage Underwriting

Fair-lending-compliant loan decisions with configurable DTI, LTV, and credit thresholds — ECOA non-discrimination built in.

  • QM/non-QM DTI limit enforcement
  • FHA/conventional credit floor rules
  • LTV ratio guardrails
  • ECOA protected-class compliance
Why Trust Us

Engineered for Confidence

Every design decision prioritizes auditability, determinism, and regulatory defensibility.

Deterministic Outcomes

Same input → same decision → same hash. No randomness, no drift, no model retraining surprises. Every outcome is reproducible.

Weighted Confidence Model

Confidence scores combine evidence strength (35%), reasoning clarity (25%), and rule compliance (40%) — transparent, auditable weighting.

Multi-Tier Escalation

Low-confidence decisions automatically escalate to human reviewers. Configurable thresholds per risk tier — critical cases always get human oversight.

539+ Automated Tests

Comprehensive test suite covering every pipeline stage, domain, edge case, and integrity verification path. No untested code paths in production.

Tamper Simulation & Recovery

Built-in tamper simulation proves the chain catches alterations. One-click restoration re-seals the chain — demonstrate integrity to any auditor.

Open Architecture

Add new domains, custom rules, or evidence sources without modifying core pipeline. Plugin architecture scales from startup to enterprise.

See It In Action

Explore the live dashboard or schedule a personalized walkthrough with our team.

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