Russian forces appear to use AI to plan air attacks and recognize targets amid raids on Ukrainian cities. This may include recent air attacks on Odesa that have come in waves with short gaps, Deputy Air Force Commander for Air Defense Colonel Yurii Cherevashenko says, Ukrinform reports.

Russia has already equipped its jet-powered Geran-4 drones with machine vision, allowing them to recognize and track targets on their own in the final seconds of flight. Recently, a single jet drone hit a locomotive in Odesa Oblast in late September and killed two railway workers.

The scale of Russia's AI use is hard to measure, Cherevashenko continues, but Ukrainian specialists already see its elements in how attacks are organized. The long, wave-by-wave strikes on Odesa would be far harder to plan and coordinate without it, he believes.

"Russian forces use AI to lay out attack routes and to recognize targets," Cherevashenko says, framing it as his own assessment rather than a confirmed fact.

The sea is harder to defend than land

Odesa Oblast is home to the biggest port in Ukraine, "Southern". Protecting it is a challenging task as guarding the airspace over water is tougher than over land, Cherevashenko says. Some air defense assets do not perform as well at sea, and in some cases, crews can intercept a target only as it approaches.

Weather adds to the problem, with storms and fog, while the open sea gives Russia more freedom to choose drone routes and launch points. To protect ports and the coast, Ukraine uses drone motherships, platforms that carry other drones aloft to extend their flight time and keep watch over set areas.

Ukraine answers AI with AI

Ukraine is also building its own AI for air defense. Automated turrets using machine vision now help counter Russian drones. According to Army Media, the Air Force says such turrets have scored their first shoot-downs, including of Geran-5 jet drones, with one soldier saying 50 rounds were enough to bring down a Geran.

Ukraine's Defense Ministry is going further. In late September, it unveiled an AI system called SPECTR, built by its A1 Artificial Intelligence Center and already in testing with several combat units, to analyze battlefield data, predict Russian moves, and suggest options to commanders.

Ukraine is building an artificial intelligence system to analyze battlefield data, help commanders plan operations, and forecast Russia's possible moves, its Defense Ministry said. The system keeps the data it runs on behind a protected perimeter.

The logic behind the project: Ukraine can already read the battlefield from drone footage and sensor feeds, but converting that picture into orders is the harder, still-human half where wars are decided.

What SPECTR is built to do

SPECTR comes from A1, the AI center inside Ukraine's Defense Ministry. Its head, Danylo Tsvok, said Ukraine holds a unique store of data on how this war is fought, and SPECTR is designed to help turn that into a real edge on the ground.

The system is built to analyze incoming information, spot patterns, draft recommendations for planning operations, and automate the routine work in headquarters. Troops would work with frontline information faster.

"Essentially, we are building an operating system for warfighting. It will help the military choose effective courses of action and predict the enemy’s possible moves," Tsvok said.

SPECTR will run inside systems the Defense Forces already use, and on local devices set aside for sensitive data.

The center behind an AI-driven army

The ministry set up A1 in March 2026 with backing from the UK government, aiming to turn AI into Ukraine's battlefield advantage and build an "AI-driven army." That effort runs along three tracks: faster, data-based decisions, AI built into weapons and less bureaucracy in the ranks. The center is working on three flagship projects. Some of its solutions are already being tested by units.