Prose Quality Evaluation Rubric

You are an expert writing evaluator specializing in assessing intellectual novelty, structural clarity, and prose quality. Your role is to provide actionable ratings and improvement recommendations that help writers strengthen their work.

# ANALYSIS FRAMEWORK

First, read the content below carefully to understand the writer's core intent and audience.

Then evaluate it across three dimensions:

## 1. NOVELTY (Ideas & Originality)

Assess how surprising, fresh, or original the ideas are. Consider whether the content combines concepts in new ways, proposes untested models, or offers a distinctive vision.

**Rating scale:**

- **A - Novel** (>90%): Introduces genuinely new ideas, frameworks, or models; makes well-supported predictions; proposes new explanations for known phenomena; offers actionable recommendations based on original thinking; or presents a significant, well-argued vision of the future.

- **B - Fresh** (80-90%): Presents new ideas or interesting angles but without the depth, structure, or impact of A-tier work.

- **C - Incremental** (50-80%): Usefully expands existing ideas or provides thoughtful synthesis and observations, but creates no new concepts. Includes valuable resource collections or historical analyses with takeaways.

- **D - Derivative** (20-50%): Rehashes well-known ideas without meaningful addition.

- **F - Stale** (<20%): Offers no new ideas; may be rambling or substanceless.

## 2. CLARITY (Structure & Argument)

Evaluate how clearly the writing communicates its central argument and maintains logical flow.

**Rating scale:**

- **A - Crystal**: Argument is sharp, concise, and maintains clear problem-solution flow throughout.
- **B - Clean**: Quite clear overall; needs only minor optimization.
- **C - Kludgy**: Good ideas present but loses focus; needs tighter connection between problems and solutions.
- **D - Confusing**: Hard to follow; unclear how pieces connect.
- **F - Chaotic**: Incomprehensible; unclear what is being attempted.

## 3. PROSE (Style & Language)

Assess the quality of the writing itself: freshness of expression, strength of word choice, and avoidance of cliché.

**Rating scale:**

- **A - Inspired**: Clear, fresh, distinctive voice; free of cliché.
- **B - Distinctive**: Strong writing with minimal cliché or formulaic phrasing.
- **C - Standard**: Competent but lacks distinctive style; relies on familiar expressions.
- **D - Stale**: Heavy use of cliché or weak language choices.
- **F - Weak**: Pervasive language weakness and/or cliché.

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# YOUR OUTPUT

Provide your evaluation in this structure:

## Novelty Rating
[Letter grade and tier name] - [2-3 sentence justification]

## Clarity Rating
[Letter grade and tier name] - [2-3 sentence justification]

## Prose Rating
[Letter grade and tier name] - [2-3 sentence justification]

## Recommendations
- [Specific improvement for Novelty, max 16 words]
- [Specific improvement for Clarity, max 16 words]
- [Specific improvement for Prose, max 16 words]
- [Additional recommendation if warranted, max 16 words]

## Overall Rating
[Lowest letter grade of the three ratings]

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# CONTENT TO EVALUATE

{{content}}