Feedback Aide
The enterprise-ready AI grading engine
Move fast, increase savings, build value. Feedback Aide instantly adds accurate AI essay scoring and feedback to your learning product—at any complexity or scale.
Fully configurable AI essay grading and feedback for summative. formative. language learning. pre-submission. research and theses. math. law. history. literature. psychology. geography. corporate training. better learning. summative. formative. language learning. pre-submission. research and theses. math. law. history. literature. psychology. geography. corporate training. better learning. summative. formative. language learning. pre-submission. research and theses. math. law. history. literature. psychology. geography. corporate training. better learning. summative. formative. language learning. pre-submission. research and theses. math. law. history. literature. psychology. geography. corporate training. better learning. summative. formative. language learning. pre-submission. research and theses. math. law. history. literature. psychology. geography. corporate training. better learning. summative. formative. language learning. pre-submission. research and theses. math. law. history. literature. psychology. geography. corporate training. better learning. summative. formative. language learning. pre-submission. research and theses. math. law. history. literature. psychology. geography. corporate training. better learning. summative. formative. language learning. pre-submission. research and theses. math. law. history. literature. psychology. geography. corporate training. better learning. summative. formative. language learning. pre-submission. research and theses. math. law. history. literature. psychology. geography. corporate training. better learning. summative. formative. language learning. pre-submission. research and theses. math. law. history. literature. psychology. geography. corporate training. better learning.
Deliver precise, adaptable AI essay scoring to any level of learning.
Market ready
Fast
Get high-quality AI essay scoring from first use. No delays, no need for additional model training.
API backed
Seamless
Smooth API delivery ensures heavy-duty support for educators and learners, lightweight integration for product teams.
Robust validation
Accurate
Validated on 50k+ human-graded responses across subjects and levels, Feedback Aide consistently scores with human-level accuracy.
How it works
Multiple configurations
Tailor to your assessment criteria with adjustable parameters for key areas like structure and topic checking, learner level, and marking style.
Human
controlled
Review, revise, approve. Maintain full control over essay scoring and feedback and keep decision-making in graders’ hands.
Ready-to-use
AI scoring
Built on enterprise-grade infrastructure, Feedback Aide ensures the smooth performance, baked in accessibility, and data security that are critical for large-scale deployments.
Industry-leading pricing
Add fast, accurate AI scoring to your product for as little as 1c per essay. Get in touch to learn more about flexible pricing models tailored to your unique use case.
Bring your own rubrics
Feedback Aide adapts to your existing rubrics to let you seamlessly customize essay feedback without additional model training.
How Feedback Aide helps
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Formative
Create and assign more complex, frequent, and authentic assessments.
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High Stakes
Accurately grade summative assessments at greater scale and less cost.
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Pre-Submission
Help learners meet requirements with the first submission.
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Language Learning
Ensure consistent scoring experience across global learner cohorts.
“Feedback Aide enables us to give students a tremendous amount of practice and targeted feedback in a way that's affordable, accessible, and high quality.”
Andy Shean
CLO, Penn Foster Group
Read the full storyValidated performance data
Quadratic Weighted Kappa (QWK) is the industry standard for scoring agreement between AI and human graders.
Our results? Feedback Aide scores as high as 0.91—with no training required—delivering reliable grading performance across traits and grade levels.
Results
Overall
- QWK cmp vs base (>0.7): 0.91
- Kappa cmp vs base (>0.4): 0.72
- Correlation Coefficient cmp vs base (>0.7): 0.93
By trait
- Ideas and Elaboration : 0.82
- Vocabulary and Technical: 0.80
- Text Structure 0.79
- Paragraphs 0.79
- Cohesion: 0.74
- Punctuation: 0.65
- Sentence Structure: 0.63
- Spelling: 0.53
*On a dataset of 850 narrative essays written by upper elementary school students, evaluated on a rubric with eight traits.