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Feedback Aide

Feedback Aide

The enterprise-grade AI scoring engine

Move fast, increase savings, build value. Feedback Aide instantly adds accurate scoring and learner feedback to your learning product—at any complexity or scale.

Fully configurable AI 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 scoring to any level of learning.

Market ready

Fast

Get high-quality AI scoring from first use. No delays, no need for additional model training.

Market ready
API Backed

Seamless

Smooth API delivery ensures heavy-duty support for educators and learners, lightweight integration for product teams.

API Backed
Robust validation

Accurate

Validated on 50k+ human-graded responses across subjects and levels, Feedback Aide consistently scores with human-level accuracy.

Robust validation

How it works_

Multiple configurations

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Tailor to your assessment criteria with adjustable parameters for key areas like structure and topic checking, learner level, and marking style.

Human
controlled

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Review, revise, approve. Maintain full control over scoring and feedback and keep decision-making in graders’ hands.

Ready-to-use
AI scoring

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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

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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

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Feedback Aide adapts to your existing rubrics to let you seamlessly customize essay feedback without additional model training.

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How Feedback Aide helps_

  • Formative

    Create and assign more complex, frequent, and authentic assessments.

  • High Stakes

    Accurately grade summative assessments at greater scale and less cost.

  • Pre-Submission (Coming soon)

    Help learners meet requirements with the first submission.

  • Language Learning (Coming soon)

    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

Validated performance data

Feedback Aide achieves a Quadratic Weighted Kappa (QWK) score of 0.88 on K-20 essays—meaning its performance is on par with a human grader.

Acting as a super-powered assistant to educators, Feedback Aide performs a rapid and reliable first pass your SMEs can then manually validate.

Validated performance data

Results

  • 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
  • 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

See Feedback Aide in action

The enterprise grade AI-scoring engine

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