Top 5 Challenges in Developing a Modern Storytelling App and How We Overcame Them

Sumit Paul
6 min readJun 3, 2024


AI Story Writing With TaleStitch

In the rapidly evolving landscape of digital storytelling, creating a modern app that stands out is no small feat. As the team behind TaleStitch, we faced numerous challenges on our journey to develop an app that not only meets the needs of storytellers but also pushes the boundaries of what a storytelling platform can offer. In this article, we’ll take you behind the scenes and share the top five challenges we encountered during the development of TaleStitch and how we overcame them.

Overview of TaleStitch

Our mission revolves around addressing a pressing issue: the lack of a suitable platform for individuals to freely express their creative storytelling ideas. We recognize that many people possess a wealth of untapped imagination, waiting for the right opportunity to come to life.

At the heart of our solution is the idea of community and collaboration. We aim to create an environment where writers, both seasoned and aspiring, can come together to share, learn, and grow. No one should feel isolated in their creative journey. We firmly believe that collective brilliance can elevate individual narratives to new heights.

To enhance the storytelling experience, we’ve harnessed the power of AI. This sophisticated system takes users’ initial ideas and weaves them into captivating narratives, complete with unexpected twists and turns. It ensures that readers remain engaged and excited throughout the story.

In a world inundated with content, our platform offers a breath of fresh air. It provides a diverse and inclusive space where creativity knows no bounds. Whether you dream of sharing your stories with the world or collaborating with like-minded writers, our app is the avenue to make your narratives shine. The possibilities are endless, and we can’t wait to witness the emergence of captivating stories from this vibrant and imaginative community.

Unique Features

  • Generate stories easily by providing a short plot.
  • Contribute to other users’ stories by writing chapters.
  • Get visuals that match your story’s plot.
  • Read, share, and engage with others’ stories seamlessly.
AI Story Writer TaleStitch


1. Understanding the Essence of Generated Stories

Coming from a non-writing background, it was challenging to understand the essence of the stories generated by large language models (LLMs) and ensure that they met our criteria.

Decoding the Narrative Core

  1. LLM Research: We embarked on in-depth research to understand the nuances of LLM story generation. This knowledge equipped us to effectively assess the quality of the produced narratives.
  2. Essence Extraction System: To ensure narrative continuity across chapters despite potential shifts in plot or genre, we implemented a system specifically designed to extract the story’s core essence. This essence serves as a guiding principle for subsequent chapters, guaranteeing that the overall narrative structure remains cohesive.

This approach empowers us to curate stories that resonate with our audience while maintaining a consistent narrative flow.

2. Bridging the Gap Between LLMs and User Expectations

Large language models (LLMs) have opened doors for creative content generation, but ensuring their output aligns with user needs often presents a challenge. We addressed this issue by implementing two key strategies:

  1. Content Filtering: To guarantee clean and suitable content for users, we established guardrails that filter out unwanted elements from LLM-generated responses. This ensures that the output remains engaging while adhering to appropriate standards.
  2. Contextual Prompt Engineering: Since LLMs are trained on specific data sets, their understanding is inherently tailored to that information. To effectively utilize LLMs for image generation prompts, we developed a unique approach. We provide the LLM with context about the image generation model it’s working with, including its input and output capabilities. By equipping the LLM with this knowledge, we enable it to craft prompts that will generate the desired visual content in the subsequent step.

These strategies bridge the gap between LLM capabilities and user expectations, paving the way for a more seamless and efficient content creation process.

3. Handling Concurrent Requests on Resource-Constrained Systems

With limited infrastructure, managing concurrent requests was a significant challenge.

Our Approach:

  1. API Optimization: We meticulously optimized our APIs to deliver lightning-fast responses. By minimizing computational overhead, we prevented surges in memory usage that could lead to sluggishness.
  2. Prioritizing Background Processing: To prevent our system from hitting CPU and RAM thresholds during peak loads, we strategically shifted most tasks to a background processing queue. This ensures critical operations remain uninterrupted, even during spikes in activity.
  3. Automated Memory Management: We implemented automated cron jobs to identify and remove outdated or infrequently accessed tasks. This proactive approach continuously frees up valuable memory, allowing the system to handle new requests efficiently.

These strategies combined to create a robust system capable of handling a high volume of concurrent requests within the constraints of limited resources.

4. Creating an Intuitive User Interface

For TaleStitch to shine, crafting a user interface (UI) that was both intuitive and universally appealing was paramount.

The Design Process:

Instead of a generic approach, our designer embarked on a research-driven journey. This in-depth exploration allowed for the creating of a monochromatic design that resonated perfectly with the core essence of TaleStitch. This design decision, coupled with a focus on user-friendliness, empowered users to navigate the app effortlessly, minimizing the learning curve and maximizing engagement. You can read our design principles here.

5. Balancing a Side Hustle with a 9–5 Job

Balancing the development of TaleStitch with our full-time jobs wasn’t easy. However, we were driven by a powerful vision: a thriving community using TaleStitch to collaboratively create unique stories. This vision kept us motivated and focused, allowing us to dedicate our free time to development in concentrated bursts. We believe that everyone has a story to tell and deserves a platform where they can express themselves without hesitation. Our goal is to create an inclusive, supportive environment where users feel empowered to share their narratives, no matter their background or experience. By fostering creativity and collaboration, we hope to inspire and connect people from all walks of life, making storytelling accessible and enjoyable for everyone.

Community Building

Strategies: At the core of our platform lies a commitment to collaborative storytelling. While many platforms cater to solitary writers, we empower users to collaborate seamlessly. Writers can come together, weaving intricate narratives collectively. This collaborative dimension, enhanced by AI, elevates storytelling beyond individual capabilities, creating compelling, multifaceted tales.

Future Plans

Upcoming Features:

  1. Expanding the app to iOS so more users can experience the joy of writing.
  2. Incorporating user feature requests to provide a more enriched experience.

Long-Term Vision:

  1. Transitioning from a third-party LLM to a self-hosted, in-house LLM for story generation.
  2. Potentially introducing a web-based platform powered by our in-house LLM to handle more creative tasks.

Wrapping up

Our journey in developing TaleStitch has been a challenging yet immensely fulfilling experience. Through these challenges, we’ve crafted an app that not only caters to the needs of contemporary storytellers but also breaks new ground in digital storytelling. We extend a warm invitation for you to join our vibrant community and discover TaleStitch firsthand. Experience the power of collaborative storytelling and unleash your creativity in a space designed for storytellers of all backgrounds. Let your voice be heard, and let’s weave together the tales that make our world richer and more connected.

Download TaleStitch

You can experience our app firsthand by downloading it here.

Turn your imaginations into stories. Download TaleStitch