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Head-to-head · Rubric Software

UniRubric vs Classwise AI

  • Updated Oct 2026
  • Both researched from official sources
  • 7 checks side by side
Higher score UniRubric #2 in Rubric Software 9.2/10 Free plan Free plan✓ 5 of 7 features Visit UniRubric
Classwise AI #5 in Rubric Software 8.7/10 14-day trial Free trial✓ 4 of 7 features Visit Classwise AI

UniRubric leads on 2 checks, Classwise AI on 0, and 5 are even. Who comes out ahead on the 7 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreUniRubric · 9.2/10
  • Lowest starting priceUniRubric · $15/mo
  • Free planonly UniRubric
  • Free trialonly Classwise AI
  • Most featuresUniRubric · 5 of 7

UniRubric scores higher on our rubric for rubric software: 9.2 against 8.7 out of 10; our editors rank them #2 and #5.

UniRubric offers free plan; Classwise AI doesn't. UniRubric is cheaper to start at $15/mo against $17/mo.

UniRubric is the better fit for auditable AI grading for higher education. Classwise AI is the better fit for educators needing affordable AI grading and LMS workflows.

  • UniRubric fits best

    Auditable AI grading for higher education

  • Classwise AI fits best

    Educators needing affordable AI grading and LMS workflows

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Side by side

Feature UniRubric 9.2/10 Visit ↗ Classwise AI 8.7/10 Visit ↗
At a glance
Editor score 9.2 8.7
Ranking #2 in Rubric Software #5 in Rubric Software
Best for Auditable AI grading for higher education Educators needing affordable AI grading and LMS workflows
Pricing model Free plan + paid Paid
Starting price $15/mo (best) $17/mo
Free plan ✓ (best) —
Free trial — 14 days
Deployment Cloud Cloud
Platforms Web Web
Integrations 4 integrations 4 integrations
Built for Solo, Enterprise Solo, Small business, Mid-market, Enterprise
Features UniRubric 5/7 · Classwise AI 4/7
Analytic rubrics ✓ ✓
Holistic rubrics ✓ (best) Not checked yet
Single-point rubrics Not checked yet Not checked yet
LMS integration ✓ ✓
AI assistance ✓ ✓
Collaborative authoring Not checked yet Not checked yet
Bulk scoring ✓ ✓
Our review
Pros
  • Rubric-anchored scores include quoted evidence from submissions and rubrics.
  • Lecturers can review, edit, approve, and release AI-drafted grades.
  • Bulk grading, audit trails, PDF export, and LMS grade return support oversight.
  • Automates grading against answer keys and rubrics with criterion-linked feedback
  • Connects to Google Classroom, Canvas, Microsoft Teams, and Moodle
  • Adds batch uploads, analytics, PDF annotation, and grade publishing on Pro
Cons
  • The Free plan covers one marking job for life.
  • Premium monthly includes 15 runs per calendar month.
  • LMS Assignment & Grade Services integration is in active rollout.
  • LMS connections and auto-publishing start on the Pro plan
  • No permanent free plan; access begins with a 14-day trial
  • School and district pricing is custom rather than publicly listed
Our verdict

UniRubric is an AI-assisted assessment platform for higher education. Lecturers upload rubrics in DOCX, PDF, or plain text, add student submissions, and receive rubric-anchored scores and feedback drafts with quoted evidence. The workflow…

Read the review →

Classwise AI is a web-based assessment platform for teachers and schools. It evaluates essays, short answers, multi-step math, STEM work, humanities assignments, language work, lab reports, diagrams, and handwriting against answer keys and…

Read the review →
  1. UniRubricRubric Software 9.2Free plan
  2. Classwise AIRubric Software 8.714-day trial

Strengths and trade-offs

  • UniRubric — where it wins

    • Rubric-anchored scores include quoted evidence from submissions and rubrics.
    • Lecturers can review, edit, approve, and release AI-drafted grades.
    • Bulk grading, audit trails, PDF export, and LMS grade return support oversight.

    Where it doesn't

    • The Free plan covers one marking job for life.
    • Premium monthly includes 15 runs per calendar month.
    • LMS Assignment & Grade Services integration is in active rollout.

  • Classwise AI — where it wins

    • Automates grading against answer keys and rubrics with criterion-linked feedback
    • Connects to Google Classroom, Canvas, Microsoft Teams, and Moodle
    • Adds batch uploads, analytics, PDF annotation, and grade publishing on Pro

    Where it doesn't

    • LMS connections and auto-publishing start on the Pro plan
    • No permanent free plan; access begins with a 14-day trial
    • School and district pricing is custom rather than publicly listed

More comparisons

All rubric software comparisons → · Full ranking →

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update