We don’t just create AI.
We determine how it is allowed to make decisions in real-world systems.
IVB Lab develops a next-generation cognitive control architecture for AI systems operating in regulated, industrial and mission-critical environments.
For organizations where AI actions must be verified before execution, bounded during operation and auditable after the fact.
A deep tech R&D company for controlled AI execution.
IVB Lab develops, validates and coordinates the technology direction for controlled AI execution. Its focus is not only to advance autonomous AI, but to define the control architecture that determines how AI may reason, decide and act in real-world systems.
IVB Lab exists where AI capability alone is not enough — because decisions must be verified, controlled, auditable and defensible.
R&D coordination
Research paths, demonstrators, validation scenarios and cooperation with technology teams.
Deployment governance
Frameworks for controlled AI adoption, operational readiness and runtime decision governance.
Partner ecosystem
Cooperation with integrators, infrastructure operators, cyber teams, research partners and regulated organizations.
IVB is the AI Control Layer for decision authority.
IVB is designed as a deterministic governance layer for AI decision-making: evidence-before-action, bounded runtime behavior, fail-closed execution and verifiable auditability.
Evidence-before-action
AI actions require verifiable grounds before execution.
Decision governance
AI decisions are checked during operation, not only during design.
Fail-closed behavior
When evidence, integrity or policy conditions fail, execution is blocked or moved to a safe state.
Audit-grade traceability
Decisions produce records suitable for review, compliance analysis and legal assessment.
A cognitive control architecture, not another AI application.
IVB is not a chatbot, model wrapper or compliance dashboard. It is a control architecture for AI systems that must reason, decide and act under defined operational, legal and ethical constraints — before those actions affect the real world.
Beyond model output
IVB focuses on decision legitimacy and execution control — not merely response quality.
Before real-world impact
Actions are validated before they affect systems, processes, infrastructure, money, assets or users.
Designed for accountability
Every controlled decision should leave a traceable record that supports audit, compliance and legal review.
Strategic Application Domains
IVB Lab explores applications in environments where AI decisions may have significant operational, safety, security or regulatory consequences. These domains represent potential research, pilot and validation opportunities.
Industrial AI & OT
AI supervising industrial processes, production lines and operational technology requires controlled decision authority, safe execution boundaries and auditable runtime behavior.
Space & Aerospace AI
Satellite operations, orbital systems and autonomous aerospace platforms call for verifiable AI decisions, resilient control and bounded autonomy, including in connectivity-constrained environments.
Enterprise & Agentic AI
AI agents and multi-agent workflows in enterprise systems require permission controls, policy enforcement, coordinated decision authority and traceable actions before execution.
Cybersecurity & AI Security
AI-enabled cyber defence, security operations and autonomous response workflows require verified actions, controlled privileges, resistance to manipulation and auditable incident handling.
Robotics & Autonomous Systems
Robotic and autonomous platforms require defined operating limits, human override, controlled actions and reliable responses when safety or policy conditions are not met.
Healthcare AI
AI supporting healthcare processes and sensitive decisions requires accountable human oversight, traceable reasoning and evidence-based review while protecting confidential information.
Defence & Dual-Use Systems
High-assurance defence and dual-use environments call for strict decision controls, bounded autonomy, verifiable records and clear human-system accountability.
Critical Infrastructure & Energy
Energy networks, utilities and critical infrastructure operations require resilient AI governance, verifiable authorization and safe responses to uncertain or non-compliant conditions.
AI Safety · Assurance · Runtime Governance
A shared control foundation across application domains: evidence-before-action, fail-closed execution, human oversight, policy enforcement and audit-grade traceability.
Development Directions
IVB Lab develops IVB as a research and technology platform for controlled AI execution, runtime security and evidence-based governance.
Controlled LLM execution
Controlled use of language models in operational environments where actions require verification before execution.
AI runtime security
Security architecture for AI decisions, policy enforcement, abuse resistance and controlled execution paths.
Edge AI / OT integration
Runtime control for physical, industrial and embedded environments where latency, reliability and failure behavior matter.
Evidentiary AI systems
Evidence containers, audit trails and verifiable records for AI decisions in regulated and high-liability environments.
Multi-agent governance
Coordination, routing and control logic for complex AI agent ecosystems.
Autonomous and dual-use systems
Control logic for robotics, autonomous systems and high-risk operational domains.
Compliance-ready AI infrastructure
Technical foundations for AI Act, NIS2 and risk-based governance readiness.
AI decision verification standards
Development of reusable patterns for verifying, recording and defending AI decisions.
From AI capability to AI accountability.
IVB helps organizations move beyond deploying AI toward governing how AI is allowed to act. It supports regulated adoption by reducing decision risk, improving operational confidence and creating defensible records of AI behavior.
Execution control
Control AI execution at runtime and reduce exposure from unmanaged automated decisions.
Audit and compliance readiness
Support AI Act, NIS2 and emerging governance requirements through runtime control, evidence generation and traceability.
Defensible decision records
Enable AI decisions to be reviewed, audited and defended in compliance, risk and legal analysis.
IVB, IVB Lab and IVB Systems.
A coherent ecosystem for deep tech development, controlled commercialization and regulated AI adoption.
Company data
Deep Tech IVB Lab sp. z o.o. is registered in the Polish National Court Register as a limited liability company with an R&D profile.
71-499 Szczecin, Poland
Contact and cooperation
We invite R&D partners, integrators, regulated entities, infrastructure operators and technology teams to discuss cooperation.
Słoneczników 5A, 71-499 Szczecin, Poland