Hardware Engineering vs. the Tooling Wall: The Problem and a Structural Solution
Teams designing the most complex systems (surgical robotics, SMR nuclear reactors, aerospace) currently operate with inadequate tools: Excel spreadsheets, PDFs, and emails. System complexity is growing, but tooling is stagnating.
The problem is not human; it is structural.
The Inadequacy of Document-Based Systems
Systems like the Da Vinci Xi surgical robot integrate over 10,000 dynamic requirements (mechanical, electronic, software, FDA/ISO standards). Managing this data across fragmented tools (PLM for CAD, isolated requirements managers) creates traceability breaks.
Every break is a non-compliance risk.
Every non-compliance in the medical or nuclear sector threatens program suspension.
Quantified impact: Late engineering changes cause 56.5% of cost overruns and 40% of delays in complex projects (Engineering, Technology & Applied Science Research, 2025).
Traceability Debt: A Raw Cost
Hardware engineering accumulates "traceability debt." A modified requirement that is not propagated to subsystems leads to months of retroactive work during qualification testing. Teams must reconstruct the decision history to justify choices to authorities.
In the nuclear sector (RCC-E/M standards) or medtech (FDA Design History File), the principle is binary: if it is not documented, it does not exist. A tool that is not integrated into the design workflow becomes an administrative burden and a regulatory risk.
Why Traditional PLMs Fail
Traditional PLM platforms (Teamcenter, Windchill, etc.) manage documents, not models. Consistency between specifications and designs must be maintained manually during review milestones. Between two milestones, the true state of the system is unknown.
The industry is attempting to migrate to MBSE (Model-Based Systems Engineering). While 97% of top-performing companies are adopting or planning to adopt it (SAGE Journals, 2025), deployment often fails due to poor ergonomics, driving engineers back to spreadsheets.
Koddex: The Deterministic Workspace
Koddex eliminates the document-based approach in favor of a deterministic environment. It is an operating system for hardware engineering.
In this environment, the consistent state of the system is known, traceable, and reproducible at any given moment.
Platform Mechanics
Immediate propagation: Any modification (requirement, architecture, parameter) instantly updates all dependent elements in the model.
Automated detection: Consistency breaks are identified in real-time, without waiting for a human review.
Native Design Freeze: Design freezes are no longer administrative bottlenecks, but versioned states of the model.
Compliance "by design": Certification documentation (DHF, etc.) is generated as a natural artifact of the engineering workflow, not via a parallel process.
Addressing Industrial Realities
Commercial windows of opportunity are shrinking and regulatory pressure is exploding. Koddex addresses strict economic imperatives:
Medtech: The cost of compliance with the European MDR regulation jumped by 40% between 2020 and 2023 (Deloitte Life Sciences, 2023), primarily due to document reconstruction. Automating traceability eliminates this overhead.
Nuclear (SMR): With $9.3 billion invested in 2024 (IAEA), development cycles must accelerate without compromising safety. Koddex merges the design and certification workflows.
Robotics: Facing Asian competition, engineering time can no longer be wasted on file maintenance.
Koddex resolves the tension between the formal rigor required by standards (DO-178C, ISO 26262) and the agility needed for design. Complexity is no longer endured; it is governed.
