The Power of AI in Mobile Marketing: Practical Use Cases for Creative Production


Subscribe to Mobile Artificial Insights – a weekly LinkedIn newsletter where we explore the practical applications of AI tools in every aspect of mobile marketing.

As the world becomes more AI-driven, many people are wondering whether their jobs will be taken over by machines. I recently posed this question to my LinkedIn connections and was surprised to find that most people predicted it would happen within the next 20 years. However, I believe that AI won’t necessarily replace our jobs, but supplement them, allowing us to work more efficiently and effectively.

When do you think AI will take over your job?

As someone who spends a lot of time on LinkedIn, I can attest to the overwhelming amount of AI-related topics flooding my newsfeed. It’s easy to feel lost in the noise, wondering which developments are actually relevant and how to practically apply them. 

That’s why we want to help you understand how to use AI right now, and how to prepare for the future. At AppAgent, we’re committed to staying ahead of the curve and incorporating AI into our marketing strategies, and I want to share the insights we’ve collected so far with you.

The creative industry is one area where AI tools have immense potential, and their applications are only limited by our imagination. In the following sections, we’ll explore various creative use cases of AI programs and provide you with insights on how to leverage them for your projects. Let’s dive in and explore the exciting world of AI in mobile ad creatives!

Tools we’ve tested

Before we get into practical creative use cases, let’s start with an overview of the tools we’ve tested at AppAgent. Below you can see that we’ve categorized the tools into three categories: usable for work, usable with limitations, and unusable at the moment.

Under the usable category, we have tested ChatGPT, Jasper, Revoicer, Midjourney, and other similar tools. These tools are fully functional and have a wide range of applications in different industries. There are also some tools, however, that we found to have limitations, such as D-ID and, which we will discuss later on. 

And of course, we’ve come across some tools that were simply not suitable for the purposes we’re covering today–including artbreeder and DALL-E 2.

Now, let’s focus on how you can actually use these AI tools in your creative processes. AI can be utilized in the creation of both concepts and assets and can help you save time and improve the overall quality of your work. For example, AI can help you generate new ideas, refine your existing concepts, and even create visual or audio content for your projects.

AI in Creative production: A practical case study

In this section, we will explore a practical example of how AI tools can be used throughout the creative process. To demonstrate this, we’ll be using Bang–a Wild West-themed card game with characters including a Sheriff, a Renegade, and an Outlaw. Depending on their role, each player is given a quest that they must fulfill to win. 

This existing game will provide us with the general inspiration to create a “brand new” mobile game.


Our first goal is to create a new character concept. As with any creative project, we need to come up with something unique and interesting, but we also want to speed up the process and reduce the time spent on brainstorming and ideation. To achieve this goal, we can turn to tools such as ChatGPT and Midjourney.

We begin by asking ChatGPT to create a new character concept for us by providing it with keywords related to Bang’s Wild West theme. Within seconds, it generates a complete description of our character and her abilities. This provides us with a starting point to work with.

We still, however, need a visual representation of the character to complete our concept. So now we turn to Midjourney, an AI-powered design tool. We decided to select a hyper-realistic style for this particular use case, and use the generated keywords from ChatGPT  (“woman, wild west, full-body, gun, red hair”) to inform the character’s design. 

We now have a visual manifestation of Calamity Jane.

Calamity Jane generated by Midjourney

This process highlights how we’re able to create a unique and interesting character concept for our project in a fraction of the time it would have taken us to do it manually. These AI tools allow us to generate new ideas and explore different design options quickly and efficiently, freeing up our time and energy to focus on other aspects of the creative process.

Let’s take it a step further–let’s make Calamity Jane come to life and introduce herself. To do this, we can generate a script for her using ChatGPT and combine this text with our Midjourney visuals using D-ID. Here’s the output:

One interesting aspect of this process is that soon we will likely have the ability to see these characters in 3D. As technology continues to advance, we can expect to see more and more impressive visuals in games. In fact, tools like AccuRIG and Mixamo can be used for rigging, which allows you to create a skeleton for your character to animate body movements. Rigging is a time-consuming and tedious process that used to require expensive technology and a large team of experts. With the help of AI, it can now be done from your laptop in the comfort of your own home.

Once the character is rigged, the tool can be used to transfer body movements from your smartphone camera to a 3D model. This means that even if you don’t have access to expensive motion capture technology, you can still create realistic movements for your characters.

All of these advancements in technology are allowing smaller studios and indie developers to create high-quality mobile games without breaking the bank on external collaborations. As the technology continues to advance, we can expect to see even more impressive results in the future.


In addition to creating characters, AI can also be used to generate items used in the game, which is incredibly useful for speeding up the production process.

Today’s AI tools are smart enough to create items that have effects and abilities that are typically seen in mobile games. This allows for a lot of creative freedom, as players can use one or multiple items and combine them in different ways.

Let’s go through the same process that we used to create our character. We begin by prompting ChatGPT to create a description and effect for an item, in this case, “a beer in a wild west video game.” 

Here’s what the AI came up with:

Now we move to Midjourney to create the visual representation of our item using a few key phrases (“3D model of a beer, wild west, hyper-realistic”).

And voilà, Wild West Whiskey is born.

Beer item generated by Midjourney


Just as with characters and items, we can harness the power of AI to produce visually-striking feature graphics for our game. In this example, we prompted Midjourney with keywords like “wild west scene” and “gunfight” to generate a variety of different feature graphics and backgrounds for us to choose from.


Icons are a crucial component of any design concept. But creating them from scratch can be a time-consuming task. With AI generation tools like Midjourney, you can create an icon for your mobile game in just a few minutes, a task that would have taken hours to do manually.

Of course, no tool is perfect, as they rely on algorithms to generate designs based on certain parameters. This means that the AI may not always interpret text or design elements in the way a human designer would, and can make mistakes that result in poor design choices. As you can see in the example above, Midjourney consistently generated icons with a misspelling of the game’s title.

That being said, there are workarounds–sometimes you just need to get creative. Below you can see how we prompted the AI to produce an icon with the correct spelling using an extremely basic mockup.

Icon mockup
BANG icon by Midjourney
Icon generated by Midjourney

This was simply a test and showcase to prove that you can have text spelled correctly in your Midjourney designs by using references. The key takeaway is that there is no single ‘right’ way to create an icon. By using the tools at your disposal and getting creative, you can simplify the process and create stunning designs in no time.

If you want to see some more creative use cases in action, check out the recording of our recent webinar on How to Optimize your Mobile Marketing Strategy with AI.

The Future of AI in Creative Production

In the world of game development, generating background and character designs can be a time-consuming process. That’s why the announcement of Netflix Japan’s animated movie, “The Dog and the Boy,” and the use of AI to generate the movie’s backgrounds caught my attention. While we don’t know for sure which AI tool was used, the look of the backgrounds is reminiscent of Stable Diffusion, a tool that can streamline the production process.

The Dog and the Boy on Netflix Japan
The Dog and the Boy on Netflix Japan

Generating backgrounds, items, and characters is a huge part of game development, and AI can be a powerful tool to make the process faster and more efficient. The fact that AI was used to generate the backgrounds for the Netflix movie is a practical example of how AI can be used in game development. With AI tools like Stable Diffusion, game developers can create stunning backgrounds and characters in a fraction of the time it would take to create them manually.

Of course, AI is not a magic solution that will solve all game development problems. It has its limitations and cannot replace human creativity and innovation. However, it can be a useful tool to enhance the process and allow developers to focus on other aspects of the game, such as gameplay mechanics and storytelling. I’m personally very excited to see how AI will continue to evolve and impact the game development industry in the future.


As you can see, AI tools have a lot of potential for creative processes. They can accelerate the production process and help bring concepts to life quickly. But we also need to keep in mind their limitations. As we mentioned earlier, some of the tools we tested have constraints, such as not being able to simulate hair movement in videos or consistently misspelling text in visual designs. The important thing to keep in mind is that these tools can still serve as a starting point for designers and creatives.


AI technology is constantly evolving. What these tools can do today may not be the same as what they can do in a month or a week. It’s exciting to think about the possibilities that lie ahead as these tools become more advanced and capable. We’ll continue to keep an eye on the development of AI in creative industries and share our findings with you.

In the meantime, I encourage you to try out different AI tools for your own creative projects. Experiment with different styles and techniques, and see what works best for you. AI can be a valuable asset in your creative toolkit, and I’m excited to see what you can create with it.

Keep up with appagent

📕 Learn more about industry insights and best practices by signing up for our newsletter.

🤝 Get help with growth strategy, app marketing, user acquisition and video ad production by contacting us at

👉 Follow us on LinkedInTwitterYouTube, TikTokFacebook, and Instagram.

👥 Join our team as a Mobile Growth Manager or Junior Creative Producer.


did you like it? share it!


Download the Creative Testing Guide

Bring your creative testing process to the next level with AppAgent's bulletproof method, backed by top mobile publishers.


Request a free 30-minute strategy consultation to explore how AppAgent can boost your downloads and revenue by 300% or more!

Sign up for our newsletter

Get mobile marketing insights and invites to exclusive webinars sent right to your inbox. 




Please enter your name and email to subscribe.