Meet Hugo: Your Trusty Companion

Hugo is TimelyGrader's AI Assistant. He works alongside you inside the platform, helping you build rubrics from scratch, personalize feedback, and make adjustments post grading.

Hugo icon

Hello, I'm Hugo!

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Hugo is not agentic.

We could have made Hugo agentic. Feed him the rubric and submissions, let him give you final grades and feedback. We decided early on that was not the intent for Hugo, partly because...

When we spoke with our first ten institutional partners, eight of them were strongly against making Hugo agentic, especially for assessment. Faculty and admins told us that they wanted AI that helped them, not make decisions on their behalf.

"In the early days of planning and working with our institutional partners, we decided to not make Hugo agentic, meaning that he will help but he won't do it for you."

What Hugo Can Help With

Creating and Refining Rubrics

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

Setting up Assignments

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

In the Grading and Feedback Process Itself

Hugo explaining a suggested score on a student submission

Batch Edits

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

On Data and Training for 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

Hugo Help You Learn!

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 TimelyGrader institutional partners and self-serve users.

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.