Aerial systems

The structure carries the propulsion, energy, controls and payload. A multirotor’s ability to hover and a winged aircraft’s efficient cruise suit different missions. These are design trade-offs, not a ranking in which every inspection or delivery should use the same body. The map stops short of treating all aircraft manufacturing as a new AI market.

Key players

• DJI (private) — Matrice inspection-aircraft platforms.
• Skydio (private) — X10 inspection-aircraft platform.
• Wing (private) · Alphabet subsidiary — aircraft designed for its delivery network.

Motors or engines, drive electronics and propellers convert available energy into flight. Their sizing depends on payload, mass, manoeuvres and mission profile. More AI capability does not remove the thrust and thermal requirements of carrying a heavier payload.

Key players

• T-MOTOR · Sanrui Intelligence — UAV motors, electronic speed controllers and propellers.
• Infineon — semiconductors for aerial motor control and power conversion.

Cells, battery-pack electronics, charging and energy management are important in many small electric aircraft. Other aircraft use different energy architectures. Pack suitability includes discharge, mass, cycle life and integration—not just a cell’s headline energy density.

Key players

• DJI (private) — aircraft-specific battery packs and charging equipment.
• Infineon — power-management electronics for drones.

Worth understanding

Skydio’s 2024 battery disruption is evidence that the supplied pack can be a consequential dependency. Supply dependence →

Inertial, satellite, visual and ranging measurements help estimate position and detect the surrounding environment. The mix changes for outdoor, indoor and obstructed flight. A camera used to navigate is not necessarily the sensor the customer needs for an inspection result.

Key players

• Holybro (private) — GNSS/RTK modules for autopilot integration.
• Skydio (private) — navigation sensing integrated with X10 autonomy.
• uAvionix / Iris Automation (private) — detect-and-avoid products for applicable aircraft.

Flight controllers estimate state, stabilize the aircraft and command actuators. Mission-level software can request a trajectory while the flight-control functions execute it. These roles can be integrated in hardware but remain different engineering responsibilities.

Key players

• Holybro (private) — Pixhawk flight-controller hardware.
• ModalAI (private) — VOXL computing with integrated flight-control functions.

Worth understanding

PX4 documents the distinction between flight-control modules and other vehicle software. It is one architecture, not a requirement that every supplier use an open-source autopilot. Flight software architecture →

Onboard processors run perception, localization and higher-level autonomy within the aircraft’s power and weight limits. A mission computer can work alongside a flight controller. ModalAI’s VOXL offering illustrates an integrated computing product built for this class of task. Onboard computing module →

Key players

• ModalAI (private) — VOXL mission-computing modules.
• Qualcomm — Flight RB5 computing platform.

Flight observations, test cases and simulated environments support model development and evaluation. Useful evidence depends on the mission, sensors and conditions. A successful inspection-image model does not establish safe obstacle avoidance, and simulated flight does not replace every physical test.

Key players

• Skydio (private) — Paraverse mission simulation and operational training.

Engineering combines sensing, onboard compute, mission planning and flight-control interfaces. It defines behaviour when observations, communications or mission assumptions fail. This work can be supplied as a software platform or performed within the aircraft producer.

Key players

• ModalAI (private) — integrated autonomy computing for aircraft developers.
• Skydio (private) — internally developed aircraft autonomy.

A controller, computer or integrated module provides a bounded capability for incorporation into an aircraft. Its installer still has to integrate sensors, flight interfaces, power and software configuration. An available module is not a ready-to-operate aircraft or a complete assurance case. Module example →

Key players

• ModalAI (private) — VOXL autonomy modules for integration into aircraft.
• Qualcomm — Flight RB5 developer platform.

A camera, thermal sensor, mapping instrument or parcel mechanism gives the flight its purpose. Payload requirements can dominate mission design even when the airframe is familiar. Different sensing products also require different calibration, processing and interpretation; a video stream is not automatically an inspection report.

Key players

• DJI (private) — inspection cameras and thermal payloads on Matrice aircraft.
• Skydio (private) — X10 visual and thermal inspection sensors.
• Wing (private) · Alphabet subsidiary — package-carrying and delivery mechanism.

Assembly integrates the body, propulsion, power, controls and payload, then calibrates the installed systems. The task includes mechanical and electrical interfaces as well as software. A payload change may affect balance, endurance and the evidence needed to release the configuration.

Key players

• DJI (private) — integrated Matrice aircraft configurations.
• Skydio (private) — integrated X10 sensing, controls and payload.

Ground and flight testing check the produced aircraft and the intended mission configuration. Assurance work connects observed performance, failure responses and operating procedures. Rules differ by operation and jurisdiction, so a product specification alone does not establish authorization.

Key players

• UL Solutions — UAV electrical, functional-safety and performance testing.
• DJI (private) — aircraft configuration and flight documentation.

Worth understanding

The FAA’s August 2025 BVLOS announcement was a proposed rule, not blanket permission for new operations. Specific current requirements must be checked for the actual deployment. Dated FAA proposal →

The output is an aircraft configured for a particular mission. It can be supplied as equipment or retained by a service operator. An equipment buyer still needs launch arrangements, supervision, maintenance and a way to use or deliver the payload’s result.

Key players

• DJI (private) — task-equipped Matrice aircraft.
• Skydio (private) — X10 inspection and public-safety aircraft.
• Percepto (private) — aircraft supplied as part of autonomous inspection systems.

Ground equipment shelters, charges, launches or receives the aircraft and supports the mission. For delivery it can also support package pickup. A mobile crew or another launch arrangement can substitute for a fixed dock.

Key players

• DJI (private) — Dock 3 shelter and charging station.
• Skydio (private) — Dock for X10.
• WiBotic (private) / Nabtesco — wireless-charging interfaces.
• Wing (private) · Alphabet subsidiary — delivery-network charging and package-loading equipment.

Worth understanding

Wing’s delivery-network description includes aircraft, charging pads and package-loading equipment, showing that the ground side is part of the system. Delivery infrastructure →

Communications and mission software connect aircraft, operators and task systems. They carry commands, status and payload data as the architecture requires. Airspace-awareness inputs and procedures are also mission-dependent; the map does not prescribe a universal detect-and-avoid sensor.

Key players

• uAvionix (private) — aviation command-and-control links.
• DJI (private) — FlightHub 2 mission and fleet software.
• Skydio (private) — radio/cellular connectivity and Remote Ops.

Worth understanding

Skydio describes radio and cellular connectivity alongside remote-operations software. Remote-operation components →

Deployment configures launch and recovery, communications, mission routes, payload workflow and local procedures. A fixed dock needs suitable power, connectivity and placement. A delivery network needs package interfaces; an inspection programme needs a route from observations into the asset owner’s workflow.

Key players

• Percepto (private) — integration of site drones, base stations and inspection software.
• Skydio (private) — deployment guidance and support for docked programmes.

Operators prepare and supervise missions, handle exceptions and maintain the required operating records. Automation can reduce particular duties without removing every human role. The amount of supervision and field work per useful mission is an economic variable, not an assumption to set to zero.

Key players

• Percepto (private) — remote inspection-operation services.
• DroneDeploy (private) — Flight Services mission execution.
• Wing (private) · Alphabet subsidiary — operation of its aerial delivery network.

Images and measurements become maps, models, detected defects or other usable findings through processing and review. PIX4Dmapper is an example of software that turns aerial imagery into mapping outputs. A customer may own this workflow or buy the processed result. Photogrammetry software →

Key players

• Pix4D (private) · Parrot subsidiary — photogrammetry and mapping software.
• DroneDeploy (private) — inspection-data processing and analysis.
• Percepto (private) — automated inspection analysis.

The customer receives a defined information product: for example, a map, a condition record or a reviewed finding. Quality, coverage and integration with the customer’s decisions matter more than flight time alone. A regulated deliverable can require additional qualifications and evidence beyond image collection.

Key players

• DroneDeploy (private) — Data on Demand aerial capture service.
• Percepto (private) — inspection findings from its autonomous monitoring system.

Delivery ends with the item reaching its intended handover, not with the aircraft taking off. Loading, receiving, failed attempts and replenishment remain part of the service. Wing’s network architecture and Zipline’s operating disclosures illustrate this route without establishing one universal unit cost. Network structure → · Completed deliveries →

Key players

• Wing (private) · Alphabet subsidiary — aerial delivery service.
• Zipline (private) — automated delivery networks.

Aircraft and ground equipment need inspection, spare parts, battery handling and supported software. Maintaining a fleet’s mission availability is different from demonstrating one autonomous flight. The service can be supplied by the producer, an operator or qualified partners.

Key players

• DJI (private) — aircraft and dock maintenance support.
• Skydio (private) — hardware support within its X10 programme plans.