Trust: XAI & Security

Explainable. Traceable. Sovereign.

Confidence isn’t a feature—it's the architecture.

Our platforms ship with model explainability, data lineage, and EU-grade security built in.

EU Data Residency Explainable by Default Audit & Lineage
Why Trust Matters

Governing Industrial AI

Regulated engineering requires evidence, not promises.

Neodustria unifies physics-aware AI with verifiable provenance so every decision—design change, simulation outcome, or market alert—is explainable and auditable.

  • XAI-first:feature attributions, counterfactuals, narratives (Explainability)
  • Lineage: datasets, models, parameters, approvals, Exports (Traceability)
  • Sovereign by default: EU hosting & isolation options (Sovereignty)
Explainable AI (XAI) Suite

Evidence-Backed Decisions (XAI Suite)

Feature Attribution

Global/local importances; sensitivity to inputs.

Counterfactuals

“What would change the decision?”

Uncertainty & Calibration

Confidence bands on Agentic AI predictions.

Narrative Reports

Human-readable explanations per run.

Model Cards

Scope, limits, Engineering & Operational Datasets, validation metrics.

Policy Checks

Guardrails for compliance & safety.

TRACEABILITY & LINEAGE

Provenance for Data, Models, and Decisions

Data Lineage

Track sources, joins, transforms, and retention across your dataflows for full traceability and governance.

  • Source systems and connectors
  • Join/transform recipes and versions
  • Retention and access controls

Model Lineage

Every training/inference event is signed and linked to its inputs and parameters. We generate Model Cards and Audit Evidence Packs, you can attach to audits.

  • Code commits, container images, dependency locks
  • Weights, seeds, hyper-parameters and configs
  • Signed artifacts and reproducible run metadata

Experiment Tracking

Manage runs, metrics and data artifacts, and comparisons to validate progress and pick the best candidates for production.

Decision Trails

Approvals, overrides, and exceptions are captured with signatures for audit-ready decision provenance.

Export Evidence

Create PDFs, Software Bills of Materials (SBOMs), and signed logs on demand for regulators, customers, or internal compliance reviews.

Security Architecture

Defense, Governance, and Operations

Defense-in-Depth

Encryption in transit/at rest, secret rotation, workload isolation.

Access Governance

SSO/SAML, RBAC/ABAC, least privilege, per-tenant keys.

Operational Security

Signed artifact pipeline, supply-chain checks, SIEM hooks.

Data Lifecycle (Compliance)

From Ingest to Erasure — Governed End-to-End

Ingest

Contract & policy checks, PII scanning.

Store

EU-hosted, encrypted, retention policies.

Process

Sandboxed runs, policy agents, audit hooks.

Export/Erase

Signed packages, right-to-erasure workflows.

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Trust Dashboards

Platform Interface Gallery

XAI Report
Automotive Standards Compliance Dashboard
Lineage Graph
Market Analytics Dashboard
Audit Log
Regulatory Horizon Dashboard
Security Posture
Regulatory Compliance Dashboard
Deployment Options

Run It Where You Need It

Sovereign Cloud (Default)

Multi-tenant isolation with EU data residency and controls.

Private Tenant

Dedicated VPC with customer-managed keys and guardrails.

On-Prem / Air-Gapped

Selective modules with mirrored artifact store for offline ops.

Governance & Certifications

Evidence, Policies, and Compliance Readiness

Audit Evidence Packs

Signed lineage, Model Cards, and test traces for external and internal audits.

Policy Templates

Retention, data sharing, and approval flow blueprints.

Vendor Risk

SBOMs, dependency attestations, and signing pipelines.

Compliance Ready

EU data residency; enterprise documentation on request.

FAQ

Trust — Questions & Answers

Default is EU hosting. On-prem/air-gapped options are available.
Yes—per-tenant keys and customer-managed KMS are supported.
Immutable logs with cryptographic signing and export to your SIEM.
Feature attributions, counterfactuals, prototypes, and global summaries with uncertainty.
Tenant isolation, access policies, differential controls, and reviewable exports.
Yes, in isolated compute pools with artifact signing and policy agents.

Make trust a product,
not a promise.