Enterprise Academic Humanizer · v10
A multi-stage pipeline that classifies every paragraph, rewrites only what should be rewritten, and preserves your headings, tables, equations, and references — byte for byte.
Original
In this study, we investigate the underlying mechanisms of neural adaptation across cortical regions. Furthermore, we utilize a novel framework to elucidate the temporal dynamics of synaptic plasticity (Chen et al., 2023).
Humanized
We examined how the cortex adapts across regions, and applied a new framework to trace the timing of synaptic changes (Chen et al., 2023).
Every paragraph is classified before rewriting. Headings, captions, references, and equations are locked.
DOCX styling, numbering, and structure are re-emitted intact — figures and tables untouched.
Grammar, semantic, academic, and visual passes score every change before it lands in your file.
The pipeline
Upload & Validate
Parse & Structure
Document Intelligence
Layout Intelligence
Paragraph Classification
AI Pattern Detection
Humanization Planning
Batch Rewriting
Semantic Validation
Layout Lock
Auditor & Report
Security
Per-user encrypted storage, row-level security on every table, audit logs on every action, and a zero-retention policy on model traffic.
Row-Level Security
Every document, paragraph, and report is owner-scoped.
Audit trail
Uploads, humanizations, and exports are logged.
Observability
Live job telemetry and per-request AI usage.