How we started building AI into Superthread
At Superthread, our mission is is to Solve Project Management with AI.
Presently, we've crafted a Task Tracker with integrated docs which is simple, swift, beautiful; a cut above the rest. Yet, substantial challenges persist, particularly in the areas of data input and extraction.
And so, our expedition into the realm of AI commenced. Initially we have done some sprinkling, a process where we've infused AI seamlessly into Superthread, yielding three features.
Enter the Text Assistant:
Embedded within Superthread's various corners like Tasks, Documents, and Comments is a text editor. We've introduced an assistant that empowers you to highlight text, triggering transformations. Currently it can do Simplifying, Summarising, altering Tone, and Translating, it proves invaluable for crafting specifications or detailing issues and bugs.
The Tag Suggestor :
With Superthread, when a card is created, it goes through our trained AI model which suggests a tag. At present, it's adept at distinguishing between features and bugs, with aspirations to broaden its scope to consider existing space tags for even more precise suggestions.
Duplication Suggestor:
In the chaotic landscape of project management, duplicate cards multiply, cluttering the workspace and sowing confusion. Our system steps in, detecting potential duplicates. Harnessing MiniLM, now residing on SageMaker, we've laid the groundwork for easy migration to future models like E5. We could also leverage OpenAI's capabilities for this task.
Yet, the transition between models comes with its nuances, requiring a comprehensive database scan and a revisit to the embedder for each item.
In Conclusion:
Our initial sprinkle of AI has proven its worth, which means that the users are finding it useful. But this is merely the surface; deeper innovations is coming. Stay tuned, for the journey has just begun.
Superthread is an all-in-one project management and wiki app for small teams. It has projects, tasks, and docs integrated in one unified tool. Designed for cross-functional companies where engineers, product, design, marketing, and operations can work together.