Partner
BCG X – Manhattan Beach
By Giorgo Paizanis, Ernesto Pagano, David Sammons, and Nicolas Schmidt
When people say generative AI is everywhere, they’re likely not including alien worlds, ancient dungeons, or pirate galleons. Yet GenAI—which creates original text, images, and other forms of content—has the potential to bring new efficiencies to game development and new experiences to players. With it, studios can forge more immersive worlds and get them to market at greater speed and lower cost.
So far, however, the industry’s embrace of GenAI has been uneven. In a December 2023 BCG survey, 43% of smaller, indie publishers said they were running GenAI pilots, while just 23% of larger, AAA publishers had entered or moved beyond the pilot
Behind the caution are some valid concerns, including GenAI’s impact on intellectual property rights, organizational readiness, the potential for offensive output, and the maturity of the tools. (See Exhibit 2.) Yet in the gaming industry, hanging back often means falling behind. By more actively running pilots and identifying how best to leverage GenAI in game production, monetization, marketing, and player support, smaller indie developers aren’t just showing what’s possible. They’re improving their competitive position.
Our research—which included the survey as well as interviews with key players from across the gaming ecosystem—corroborates what we see in our own work: GenAI has transformative potential for the gaming industry, but we are still at the earliest stages of adoption. It’s time to step that up. The technology can accelerate every phase of game development. It can reduce manual work, freeing teams to focus on the details that take a game from good to great. And when used wisely, it can deliver its benefits in efficient, responsible ways.
GenAI’s trump card is its range. Across industries, the technology is turbocharging everything from workforce training and contract drafting to marketing and customer support. But in gaming, the breadth of applications is particularly eye-opening. We’ve identified more than 40 high-value use cases spanning the full gaming value chain, from concept to live ops (in which publishers deliver new features, push updates, and manage in-game events and tournaments, among other activities). (See Exhibit 3.)
These use cases can be particularly powerful in concert. Consider, for example, the game development cycle. Already, some studios are piloting GenAI to create detailed, high-quality concept art. This helps developers quickly zero in on the worlds they want to create. At the programming stage, other pilots are using the technology to create code, speed up debugging, and accelerate level testing and game balancing. When fleshing out their worlds, some developers are experimenting with GenAI to create context-aware dialogue for NPCs (nonplayer characters) and text-to-voice narration. Other pilots are targeting publishing, with GenAI handling localization for different markets, creating app store descriptions and advertising copy, and even serving as virtual influencers, streaming game play—and whetting appetites—across popular platforms like Twitch and YouTube.
In the most extreme application of Gen AI, some developers are attempting to build a model that can generate an entire game from a text prompt, such as “build me a Minecraft-style game themed like Pokemon that I can play on my phone.” To be sure, such a model—particularly one that generates games with the quality we’ve come to expect—is a long-term goal. For the near term, we’re likely to see innovation that’s more incremental than disruptive, with GenAI enhancing discrete steps of the game development process.
The list of use cases will likely grow, too, given the burgeoning interest of investors. Total GenAI venture capital funding amounted to some $12 billion from 2019 through 2022, with $169 million dedicated to gaming-specific applications, such as generating in-game objects, or the textures or skins on those objects. Think of the cliffs at the edge of a game world landscape. Few players may notice the textures of a distant mountain as they do battle, but someone must still create that imagery. With GenAI handling such tasks, creators are free to focus on more prominent aspects of the game without sacrificing the level of detail in the backgrounds.
The way forward with GenAI will vary, depending on an organization’s market, circumstances, and resources. By identifying the impact that matters most, companies can focus their efforts—and their road map—with greater precision. As a starting point, we’ve found it helpful to consider the four broad ways in which GenAI can impact the game industry (see Exhibit 4):
This doesn’t necessarily mean budgets will shrink. Indeed, we found that overall, only 10% of respondents anticipate game development budgets to decrease, whereas 26% of AAA publishers and 34% of indies anticipate higher budgets. (See Exhibit 5.) This suggests that instead of pocketing the savings, studios will steer those funds toward the development of bigger and better games.
Just as critically, GenAI automation—and the speed it fosters—reduces the risk that a game won’t launch on time. The word is getting out on that, as well: 60% of responding studios expect to launch their games faster. Already, some developers are seeing tangible results from making games with greater efficiency. Goodgame Studios was able to accelerate level development for its match-3 puzzle game, Home & Garden: Design Makeover, launching the game on time with 16 times the number of levels it would have produced manually.
GenAI can speed game development, enhance player experiences, and fuel competitive advantage. But the concerns around the technology are not trivial—or unfounded. GenAI models train on enormous volumes of unstructured data, such as images, video, and audio. In our survey, 59% of respondents said they worried about issues relating to copyright and other intellectual property rights (such as inadvertently infringing on someone’s rights or discovering that someone has infringed on their own). Fully half of the responding studios were apprehensive about GenAI algorithms reliably producing compelling and on-point content; for example, 3D art depicting the atmosphere the game’s designers envisioned. And 28% worried about the potential for bias or offensive content.
So how can studios smooth out their GenAI journey, launching and scaling pilots while reducing risks?
By embracing four key principles, gaming companies can gain familiarity with GenAI, zero in on high-value use cases, and build a foundation for implementing and scaling the technology—in an efficient, responsible way:
Generative AI has the potential to transform the gaming industry. By sparking innovation, accelerating processes, and augmenting human capabilities, it can help studios do what they do best: create unique and immersive experiences. GenAI is not a plug-and-play technology, and its success requires tackling the pitfalls along with the possibilities. But companies that get it right will find that GenAI is—literally—a game changer.
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