SkillsLib.ai

Nonfiction Research Architect

Validate claims, organize research, and structure evidence-backed nonfiction

4.0(3 reviews)
100+ downloads
Updated Nov 2026

What You Can Do

You can systematically organize research material, cross-reference claims against source documents, and identify gaps in your arguments. This skill maps evidence to claims, detects unsupported assertions, and helps you build logically structured narratives that stand up to scrutiny.

Features

Claim Validation

Cross-reference specific statements in your manuscript against actual source material to verify accuracy and identify misattributions.

Research Organization

Categorize and structure research material by theme, argument, or evidence type for easy access and logical flow.

Source Mapping

Create traceable links between each claim in your narrative and the specific sources that support it.

Gap Detection

Identify unsupported arguments, weak evidence, and areas where additional research or sources are needed.

Argument Strength Analysis

Evaluate the quality and persuasiveness of your evidence chains, highlighting the strongest arguments and weakest points.

Narrative Structuring

Organize your research and claims into a logical sequence that builds credibility and guides readers through your argument.

Citation Preparation

Format and organize sources for bibliography, endnotes, or footnotes in your chosen citation style.

Example Output

Example 1: Research-to-Claim Matrix

ClaimSource 1Source 2ConfidenceGap?
"Market grew 45% in 2024"Bloomberg Q4 ReportFactSet AnalyticsHighNo
"CEO founded company in 2010"LinkedIn Profile—MediumVerify with company filing

Example 2: Gap Analysis Summary

  • ✓ Historical timeline well-sourced (3 sources)
  • ✓ Market data validated (Bloomberg, Statista)
  • ✗ Gap: Competition landscape lacks current analyst reports
  • ✗ Gap: Customer testimonials need independent verification

Example 3: Structured Outline with Evidence

  1. Industry Context → 2 sources (market size, growth trends)
  2. Problem Statement → 1 source + your original observation
  3. Solution & Evidence → 3 sources (case studies, expert analysis)
  4. Counterarguments → 2 opposing sources + your rebuttal

What's Included

  • Research Organization Framework: Template for categorizing sources by type, date, credibility, and relevance to your arguments.
  • Claim Validation Checklist: Step-by-step process for fact-checking assertions against source material, including confidence scoring.
  • Gap Analysis Tool: Systematic approach to identify missing evidence, weak arguments, and areas requiring additional research.
  • Source Mapping Template: Matrix linking each claim to supporting sources with citation information and confidence levels.
  • Argument Strength Evaluation: Criteria for assessing the quality of evidence chains, identifying your strongest and weakest points.
  • Narrative Structure Guide: Framework for organizing claims and evidence into a logically flowing, persuasive argument structure.

Who It's For

  • Nonfiction authors writing books on history, science, or current events
  • Journalists and investigative reporters fact-checking articles
  • Academic researchers organizing literature reviews and citations
  • Policy analysts and think tank researchers building evidence-based arguments
  • Content strategists and documentarians structuring long-form research content

Best For

  • Writing nonfiction books with complex research and multiple sources
  • Fact-checking and validating claims in manuscripts before publication
  • Organizing research material scattered across articles, books, and databases
  • Identifying weak points in arguments and finding research gaps
  • Preparing evidence-backed position papers and policy briefs

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