Essay Insight AI
MODEL TRANSPARENCY

Scoring Methodology and Ethics Notes

Admissions reviewers can inspect how results are calculated, what assumptions are made, and where limitations remain.

Scoring pipeline
Text parsing
Sentence boundaries, tokenization, and syllable estimation.
Metric scoring
Readability, structure signals, and coherence transitions.
Feedback synthesis
Strengths and targeted rewrite suggestions.
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Explainability
Clear output with transparent criteria.