Purpose of the AI Agent
This AI Agent assesses nonfiction book manuscripts using a structured, multi-criteria rubric to evaluate audience fit, clarity, credibility, marketability, and production readiness. It provides an actionable revision plan and a presentation-ready HTML report.
User Inputs
Manuscript File: DOCX/PDF; latest draft preferred.
Target Audience
What the AI Agent Does
Intake and Structure Mapping:
Parses title page, TOC, chapters, sections, and back matter; verifies logical flow and completeness.
Rubric‑Driven Evaluation (12 criteria):
Audience Fit and Value Proposition
Thesis/Promise Clarity and Focus
Structure/Organization and Pacing
Voice/Tone and Readability
Credibility: Citations, sources, authority
Originality and Differentiation
Practical Utility: Frameworks, checklists, exercises
Storytelling: Anecdotes, case studies, examples
Visuals: Figures, tables, diagrams, callouts
Accessibility: Jargon, definitions, inclusivity
Market Positioning: Category, comps, hooks
Production Readiness: Consistency, errors, front/back matter
Findings and Recommendations:
Strengths, gaps, and prioritized fixes with effort/impact estimates.
Suggestions for added evidence, case studies, and visuals.
Market Readiness Guidance:
Positioning, subtitle alternatives, comps mapping, and back‑of‑book elements.
Next‑step: editorial plan (developmental, line edit, copyedit).
Expected Output
File Format: HTML document
Contents: Executive summary; rubric scorecard; chapter‑level observations; prioritized recommendations; title/subtitle options; comps and positioning; production checklist; following‑step roadmap.
Key Outcome
A clear, evidence-based revision plan to elevate quality and market readiness, improving the manuscript’s potential for sales, reviews, and category ranking.