Academic Workflow Suite was born from frustration. As lecturers at a large university, we found ourselves spending 20+ hours per week marking assignments for our courses. Despite the time investment, student feedback was often rushed and inconsistent.
We experimented with using AI tools to help with marking, but quickly ran into problems: existing tools required uploading student data to external servers (a privacy nightmare), produced generic feedback that didn't match our teaching style, and had no integration with our university's systems.
So we built our own solution. What started as a Python script for personal use evolved into a comprehensive suite of tools. Colleagues asked to use it. Students noticed the improvement in feedback quality. And Academic Workflow Suite was born.
In November 2025, we released v1.0 as free and open-source software. Today, thousands of educators worldwide use it to streamline their workflows while maintaining quality and privacy.