Reviewer AI-assisted checks SLA aware

AI Review — precise, fast, and policy-safe.

Our pipeline flags issues, validates math, and highlights policy risks, so reviewers can focus on judgment.

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AI Review — Technical aspects

OCR • Math checks • Policy guard • Similarity • Rendering
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OCR & Clarity
Detects blur/contrast issues & extraction errors; prompts retakes when needed.
Math & Logic Validation
Verifies step equality, units, and boundary cases across algebra & calculus.
Policy Guardrails
Flags academic integrity violations, harmful content, & missing citations.
Similarity & Reuse
Embeddings-based search finds duplicates and near-duplicates instantly.
Rendering & Formatting
Validates LaTeX, tables, and figure refs; catches broken symbols pre-publish.
Explainable flags
Every AI flag includes a rationale and evidence snippet.
Traceable steps
Step diffs highlight where logic diverges or skips reasoning.
Cold-start friendly
Works well even with sparse history.
SLA-aware queueing
Prioritizes items nearing SLA to keep TAT predictable.
12456
Approved solutions
120
Active reviewers
6.2 h
Avg. turnaround

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