The Modern Warfare 4 multiplayer beta is already under the microscope, but not just because of weapons, maps, or balancing. Players are examining the game’s environments closely after discovering several pieces of artwork they suspect were created using generative AI.
The discussion carries additional weight because Activision has previously disclosed the use of generative AI tools in the creation of some Call of Duty assets. The question surrounding Modern Warfare 4 therefore isn’t simply whether AI has entered the development pipeline. Players increasingly want to know how much of the finished game has been affected by it.
Players Spot Questionable Artwork During the Beta
As players gained access to the Modern Warfare 4 multiplayer beta, screenshots began circulating on Twitter and Reddit showing unusual artwork scattered throughout the maps.
Several examples have been highlighted, including:
- Environmental posters
- Artwork displayed on gacha-style machines
- Illustrated characters
- Background advertisements and decorations
Call of Duty creator DANNYonPC was among those highlighting examples found during the beta.
Players examining the images have pointed toward strange geometry, inconsistent details and visual elements that appear unusual when inspected closely. These are characteristics commonly associated with generative imagery, although they do not prove that AI created the assets.
That distinction remains important.
Activision has not confirmed that these specific Modern Warfare 4 assets were generated using AI. Without confirmation from Activision or Infinity Ward, the origin of each individual image remains uncertain.
Activision Has Already Confirmed Generative AI Use
The wider controversy isn’t appearing out of nowhere.
Activision previously disclosed that generative AI tools assisted with the creation of some in-game assets. Call of Duty has also faced criticism over calling cards, cosmetics and promotional artwork that players suspected involved generative technology.
That history means the community is now paying much closer attention.
Rather than dismissing strange artwork as a simple artistic mistake, players are actively examining textures, posters and environmental decorations for potential signs of generative AI.
Infinity Ward has yet to provide a detailed breakdown explaining exactly where or how generative AI has been used in Modern Warfare 4.
As a result, the community is effectively trying to figure it out for itself.
Background Art Still Matters
One argument appearing throughout the discussion is that many of the questioned images are ultimately minor background assets.
A poster hanging on a wall isn’t going to determine whether Modern Warfare 4 has good gunplay. Artwork on a machine isn’t going to decide whether a multiplayer map flows properly.
However, that doesn’t make the discussion irrelevant.
Environmental artwork contributes to the identity of a map. Posters, advertisements, fictional brands and illustrations help make locations feel believable rather than like empty multiplayer arenas.
For a franchise operating at the scale of Call of Duty, some players understandably question why these details shouldn’t be created by paid artists.
That concern becomes particularly relevant when the developer itself places considerable emphasis on authenticity.
Modern Warfare 4’s South Korean Setting Raises Another Question
Infinity Ward has emphasized the research and authenticity behind Modern Warfare 4’s South Korean environments.
That makes the AI discussion more complicated.
If considerable effort has gone into researching locations, architecture and culture, players may reasonably expect the artwork filling those environments to receive similar attention.
Generative imagery can introduce inconsistencies that are easy to overlook during development but become obvious once thousands of players begin inspecting every corner of a map.
Even small mistakes can undermine the authenticity that the developers are attempting to create.
This Isn’t the First Recent Artwork Controversy
The beta discussion follows another unusual Call of Duty incident ahead of Gamescom.
An official Call of Duty social media post featured a strange promotional render that quickly attracted attention. The image was subsequently removed, with the situation described as an internal temporary render being published accidentally.
That could reasonably be dismissed as a marketing mistake.
Artwork appearing directly inside Modern Warfare 4 is different.
These assets are part of the environments players actually see while playing the game. If any of them are ultimately confirmed as generative AI creations, they aren’t temporary promotional materials that accidentally escaped onto social media. They are player-facing assets included in the product itself.
Players Remain Divided Over Generative AI
Community reaction isn’t completely one-sided.
Some players see generative AI artwork as unacceptable in a franchise as large and profitable as Call of Duty. They argue that artists should be creating the visual material that ultimately appears inside a premium game.
Others are less concerned about AI itself but worry about where the line will eventually be drawn.
Using AI for an insignificant background texture is one thing. Increasing its use across calling cards, cosmetics, promotional material, concept artwork and environmental assets could gradually make generative content a much larger part of Call of Duty’s production pipeline.
Meanwhile, another group simply doesn’t care how a background poster was produced as long as Modern Warfare 4 plays well.
All three positions are likely to remain part of the discussion.
The Bigger Question Is How Much AI Is Being Used
The most important question surrounding Modern Warfare 4 isn’t necessarily whether generative AI has been used.
Activision’s previous disclosure has already established that generative AI tools have played a role in creating some Call of Duty assets.
What remains unclear is the extent of that involvement.
Were generative tools only used for a handful of insignificant assets? Are AI-generated images being edited and finalized by artists? Are they being used as references? Or is generative imagery increasingly being placed directly into finished environments?
Without greater transparency from Activision or Infinity Ward, players have little way of knowing.
That uncertainty is exactly why individual posters and background images are receiving so much attention.
The Beta Gives Infinity Ward Time to Respond
Modern Warfare 4 is still in beta, meaning Infinity Ward has an opportunity to address questionable assets before the final release.
Beta testing isn’t exclusively about weapon balancing and server performance. Visual bugs, unfinished textures and environmental problems can also be identified and corrected before launch.
Whether Infinity Ward considers the highlighted artwork something that needs changing remains to be seen.
For now, the suspected AI imagery remains exactly that: suspected.
But with Activision already acknowledging the use of generative AI within its development process, players aren’t likely to stop looking.
And as more people explore Modern Warfare 4’s maps, every poster, advertisement and piece of environmental artwork is likely to receive considerably more scrutiny than Infinity Ward may have expected.
