understand how students think through code, not just whether it runs.

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Octopodi Technologies helps post-secondary instructors review coding assignments faster, identify common logic patterns, and deliver more meaningful feedback while keeping educators in control.

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Built by Professors who teach coding courses.

Validated with 50+ instructor interviews across 20+ institutions in Canada and USA.

Pilot testing begins Spring 2026!

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The Problem

Grading coding assignments takes too long and correctness alone does not show how students are thinking.

Instructors often have to review hundreds of lines of code across large classes, while students need feedback that explains what went wrong, why it matters, and how to improve.

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what octopodi helps instructors see

Common Logic Patterns

See how students approach the same problem across the class.

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Misconceptions

Identify where students are getting stuck before it becomes a bigger learning gap.

Learning Outcome Alignment

Connect assignment evidence back to course outcomes.

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Feedback Support

Generate clearer, more useful feedback while preserving instructor judgment.

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From code submissions to instructional insight

1. Upload student submissions
Bring in coding assignments from your existing workflow and upload them to your preconfigured assignments.

Screenshot of an online course platform called Inksight Octopodi with a page titled "Upload Submissions" displaying options to select an assignment and upload a ZIP file of student submissions.

2. Octopodi analyzes patterns
The platform reviews submissions for logic, structure, and recurring approaches across the class.

Screenshot of an online course platform showing a results overview for milestone 1. It includes a progress percentage of 28.75%, student struggle points, and a bar chart detailing proficiency levels in knowledge and application.

3. Instructors review insights
You stay in control while using the insights to guide grading, feedback, and student support.

Screenshot of an online course dashboard titled 'Milestone 1 - Results Overview', displaying class proficiency, student struggle points, and recent student submissions, with a purple and white color scheme.

Not just an auto-grader. Not just another AI tool.

Traditional auto-graders focus on whether the code produces the right output. Generic AI tools can generate comments, but they do not give instructors a clear view of class-wide thinking.

Octopodi is built for coding education. We help instructors understand patterns across student submissions so they can give better feedback, make faster decisions, and support learning at scale.

Book a demo, join our pilot, or reach out to learn more!

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