Grading Assistance With the SPRAPP Suite

Feedback Is the Bottleneck

Teachers want to give every student detailed feedback, but time does not scale. The SPRAPP suite can speed the mechanical parts while leaving judgment with the educator. SPRAPP is a tool, not a teacher, and the final grade is always the educator's.

Offline Drafting With TinyLM

Grading often happens away from a desk — at home, on a commute, between classes. TinyLM runs on-device, so a teacher can draft feedback comments with no network and no student work uploaded anywhere. The draft is a head start, not a verdict.

Screening Submissions With Sprappy Filter

Student submissions are inbound content and can contain injected instructions aimed at any model that processes them. Sprappy Filter scores submissions across its 25 categories, so a clever prompt buried in an essay can not hijack a downstream summarizer or feedback drafter.

Cross-Checking Rubric Calls With Panel

Borderline grades are stressful and contestable. When a submission sits on a rubric boundary, SPRAPP Panel can review it and report where models converge against the rubric. Convergence gives the teacher a second perspective; divergence flags a genuinely judgment-heavy case.

Compact Records With smoltext

Gradebooks are full of short strings — scores, rubric codes, status tags — stored across many students and many terms. smoltext compresses these short strings efficiently where general tools waste space, keeping records small for the long retention periods schools often need.

Judgment Stays With the Educator

Every part of this is assistance. TinyLM drafts, Panel offers perspectives, Filter guards the input, smoltext keeps records lean — and the teacher decides.

A Cautious Rollout

Pilot TinyLM drafting on one assignment, compare the time saved against the editing burden, and only add Panel cross-checks once teachers trust the drafts.