Vanderbilt Report: How Vision Wave Turned Defense Constraints Into Competitive Advantage

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• GPU utilization in AI inference tasks typically hits only 30-40% efficiency with more than half the available operations going to waste

  80% confidence

• Export control is treated as a design constraint, not an afterthought, with split stack architecture keeping core on U.S. soil and exportable configurations based on ITAR/EAR requirements

  80% confidence

• Defense pilots never turn into production on the original timeline, so the business is planned around that reality

  80% confidence

• A traditional GPU-centric approach would push every frame through the full model all the time, burning power, saturating bandwidth, and forcing reduced mission duration or cut capability

  80% confidence

• Current systems tend to be either heavy, centralized, and expensive, or lightweight and rule-based, which can fail in complex or time-critical scenarios

  80% confidence

• Well-funded competitors can copy the slideware but must still reproduce years of RF/AI co-design, platform certification, security and safety reviews, and trust with end users betting lives and assets

  80% confidence

• VisionWave is building something people can actually field, not just something you can demo, and will have a proven multi-domain product that has survived field use, audits, and budget cycles

  80% confidence

• Operator perspective shifted from 'prove that this isn't dangerous' to 'how quickly can we implement this across more platforms' after seeing the system enhance situational awareness or gracefully hand back control

  80% confidence

• The edge computing market for military applications is projected to grow from $2.66 billion in 2024 to $11.66 billion by 2034, a 15.91% CAGR

  80% confidence

• Air and ground are the revenue engines and proof points today, and maritime is a deliberate follow-on bet where early conversations are happening but will only scale once the core stack is battle-tested

  80% confidence

• Defense procurement timelines average 11 years for major programs with flat budgets and continuing resolutions creating constant instability

  80% confidence

• VisionWave's stack runs lightweight RF and motion heuristics first, only spinning up heavier perception and planning modules when uncertainty and risk cross a threshold

  80% confidence