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Quality Rubric

Use this rubric for reviewing, polishing, or revising a LOFTER draft. Give concise findings first, then a revised passage or next-step plan.

Score Areas

Rate each area from 1 to 5 only when scoring is useful. Otherwise, use the checklist as a private guide.

  • Premise clarity: the reader quickly understands the situation and promise.
  • Character consistency: dialogue, choices, boundaries, and reactions fit the provided canon or user brief.
  • Relationship logic: intimacy, conflict, teasing, or reconciliation develops through action rather than sudden declarations.
  • Scene grounding: place, time, body position, props, and sensory detail are enough to prevent floating dialogue.
  • Dialogue texture: speakers sound distinct and do not all use the same rhythm.
  • Pacing: setup, turn, emotional peak, and aftertaste have enough room.
  • Canon/world fit: details do not contradict known setting unless clearly AU.
  • Form execution: the selected mode feels native, not prose chopped into a format.
  • Tag/title fit: packaging matches the actual story and avoids misleading traffic grabs.
  • Compliance: sensitive content, AI disclosure, copyright, and platform boundaries are handled conservatively.

Common Problems And Fixes

  • Title is a plot summary: shorten to a premise, mood, or hook.
  • Characters explain feelings too directly: replace with action, silence, misdirection, or a line of dialogue.
  • Generic appearance templates: remove stock descriptors and use canon-specific or scene-specific detail.
  • Over-precise body detail: avoid odd numeric anatomy unless medically or plot relevant.
  • Forced canon metaphors: remove repeated keyword metaphors and let canon appear through setting and choices.
  • OOC leap: add a motivation bridge or change the reaction to fit the character.
  • Same-voice dialogue: assign each speaker a sentence length, humor style, and avoidance pattern.
  • Format bloat: for forum/chat/reaction pieces, make every entry either escalate, reveal, misdirect, or pay off.

Revision Output Pattern

When revising a user draft:

  1. List the top 3 issues that most affect reader experience.
  2. State the revision strategy in one paragraph.
  3. Provide the revised text or a focused sample.
  4. Add title/tag suggestions only if requested or publication is the next step.

Editorial "Less AI Flavor" Checklist

This means better editorial specificity, not evasion.

  • Replace repeated sentence frames.
  • Cut generalized emotion labels.
  • Add one concrete scene anchor per major beat.
  • Preserve imperfections, hesitation, humor, and character-specific avoidance.
  • Remove generic trope language unless it is deliberately in-universe.
  • Do not polish away all voice into smooth sameness.