This innovative tool enables the author within you to evaluate your work according to criteria you define. By combining structured prompts with AI-generated feedback, you can refine your skills and obtain the precise feedback you require.

Consider it a dedicated personal assistant serving primarily as an editor.

Non-Fiction Rubric Assessment Builder

📝 Non-Fiction Rubric Assessment Builder

Configure your evaluation criteria and generate a comprehensive AI instruction set for manuscript assessment

Progress

Basics Audience Structure Style Content Evidence Weights Custom Output
Quick Presets:

1 Basic Information

Define the foundational details about your non-fiction work.

Optional — helps contextualize the assessment.
Briefly describe what the work is about (2-3 sentences).

2 Target Audience

Define who this work is written for — this shapes expectations for language, depth, and approach.

Any additional details about your target readers (optional).

3 Structure & Organization

How should the work be organized and what structural elements matter?

Check all elements you expect the work to contain.
Lenient Strict
Moderate

4 Writing Style & Voice

Define the expected tone, voice, and stylistic characteristics.

Simple Complex
Moderate
Plain Specialized
Moderate

5 Content Quality

What content-level qualities should the assessment focus on?

Select all criteria that should be evaluated.

6 Evidence & Sourcing

Define expectations for research quality, citations, and evidence standards.

Trust Author Verify Everything
Moderate

7 Criteria Weighting

Assign relative importance to each assessment category. Weights should ideally total 100%.

15%
15%
20%
15%
10%
10%
10%
5%
Total Weight: 100%

8 Custom Criteria & Output Settings

Add your own evaluation criteria and configure how the AI should deliver results.

Custom Evaluation Criteria

Add specific criteria unique to your project that the AI should evaluate.

    Keywords / Themes to Check

    Enter keywords or themes that should be present throughout the work. Press Enter after each.

    Things to Avoid / Red Flags

    Specify content, patterns, or approaches the AI should flag as problematic.

      Output Format Preferences

      ✅ Generated AI Assessment Instruction Set

      Copy this prompt and provide it along with your manuscript to your AI tool of choice.