Meet Hugo: Your Trusty Companion

Hugo is TimelyGrader’s AI Assistant. He works alongside you to refine rubrics, strengthen feedback, and make grading more efficient without taking over your academic judgment.

Hugo icon

Hello, I'm Hugo!

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Hugo offers AI support with instructor control

Hugo can help you build rubrics, clarify suggested scores, and improve feedback. He does not independently issue final grades or replace instructor judgment.

In conversations with early institutional partners, faculty and administrators consistently asked for AI that supports their decisions rather than making them for them.

What Hugo Can Help With

Build rubrics that produce more consistent scores

Hugo helping an instructor create and refine a grading rubric in TimelyGrader
What Hugo Can Help With

Set up assignments without guesswork

Hugo helping feedback settings, citations, and grading instructions for an assignment
What Hugo Can Help With

Handle edge cases with clearer reasoning

Hugo explaining a suggested score on a student submission

Apply approved changes across a batch

Preview of Hugo applying grading and feedback changes across multiple submissions in TimelyGrader

Your students' work is not used to train Hugo

Diagram showing Hugo using rubrics, assignment context, and student submissions without using institutional data for AI training

When your department chair or IT asks "does this tool learn from our students' work?", the answer is no.

Most AI tools learn from how you use them. Hugo does not work that way.

Hugo uses assignment context, your rubric, the student submission, to help you grade better and provide better feedback in the moment. That context is not used to train any model. Your institution's grading data stays on your dedicated TimelyGrader instance and does not feed back into Hugo's underlying intelligence.

Hugo helping an instructor understand grading criteria and improve rubric consistency in TimelyGrader

Training the handler, not the AI

What Hugo does instead is try to make you better at using the platform. If you are unsure how a criterion applies to an edge case, Hugo explains the reasoning. If your rubric is producing inconsistent results, Hugo helps you diagnose why. The goal is a more confident, more consistent instructor and instruction going to the AI, not a smarter AI.

See Hugo In Action

Hugo is available to all institutions.

Book a demo and we will tailor the session to your institution's use case, whether that is large lecture courses, writing-intensive seminars, or STEM assessment.