Small AI models let drones autonomously identify and attack battlefield targets

NATO-backed Swedish startup Scaleout Systems is deploying AI-driven target detection and selection software on small drones for surveillance and attack missions. Founded in 2018 for edge-machine-learning applications in commercial vehicles, the company pivoted to defense after Russia's 2022 full-scale invasion of Ukraine. The development highlights rising European and NATO demand for autonomous, edge-based AI capabilities in modern warfare.

Analysis

The investable implication is less about a single software vendor and more about a procurement shift toward low-cost, attritable systems whose effectiveness is upgraded through software rather than airframe redesign. That favors AVAV, KTOS and RCAT on unit demand, but the more durable value pool could sit with primes such as LHX, RTX and NOC that can integrate autonomy into NATO-qualified communications, electronic warfare and command-and-control architectures. Pure AI narrative beneficiaries such as PLTR face a higher burden: tactical edge workloads often require intermittent-connectivity operation, hardened hardware and sovereign data controls rather than centralized analytics platforms.

Near term (days to 1-3 months), this is unlikely to move listed defense earnings estimates absent a disclosed framework contract, NATO procurement program or national budget line. The relevant catalyst path is European defense-budget implementation over 6-18 months: procurement may shift from a small number of exquisite platforms toward recurring drone, sensor, counter-UAS and electronic-warfare replenishment, increasing consumables-like revenue visibility for AVAV/KTOS/RCAT. A second-order beneficiary is AMBA, whose low-power computer-vision silicon is better aligned with constrained edge devices than power-hungry data-center AI hardware; however, defense revenue remains too small and opaque to underwrite the equity case today.

Consensus may overestimate the immediacy of autonomous-targeting monetization. NATO interoperability testing, rules-of-engagement requirements, export licensing and liability/accountability controls can push deployment timelines well beyond prototype success, while electronic warfare can rapidly degrade drone links and navigation. The better trade is exposure to the full autonomy stack—airframes plus resilient communications, sensing and counter-UAS—rather than a directional bet on AI software alone; this thesis is falsified if European procurement emphasizes conventional ammunition and manned platforms, or if drone losses demonstrate insufficient performance in contested electromagnetic environments.

Key Decisions for Investors

• Maintain a 6-18 month overweight in AVAV versus PLTR as a relative-value expression of physical autonomous-system replenishment over software-narrative exposure; enter only on confirmation of European order backlog or funded program awards. Exit the pair if AVAV fails to convert international pipeline into bookings over two reporting periods, or PLTR demonstrates material defense-edge contract wins.
• Build a diversified autonomy basket: long KTOS and RCAT, paired with a smaller long LHX or RTX position for resilient communications/sensors and counter-UAS exposure. Size RCAT materially smaller given liquidity, execution and valuation risk; target a 2:1 upside/downside profile and reassess after each earnings release for backlog conversion and gross-margin durability.
• Place an event-driven watch on AMBA rather than initiate immediately: buy only if management identifies defense/industrial edge-AI design-win traction and revenue visibility beyond isolated programs. Falsifier is continued consumer/security-camera concentration or inventory-driven gross-margin pressure, which would swamp any defense optionality.
• Avoid chasing broad AI semiconductor exposure on this theme. If seeking a hedge against autonomy deployment delays, own RTX or LHX against a basket of AVAV/KTOS/RCAT: procurement delays hurt smaller platform vendors more, while integrated primes retain exposure to missiles, sensors, sustainment and legacy defense budgets.