
Nonfiction Research Architect
Validate claims, organize research, and structure evidence-backed nonfiction
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
Cross-reference specific statements in your manuscript against actual source material to verify accuracy and identify misattributions.
Categorize and structure research material by theme, argument, or evidence type for easy access and logical flow.
Create traceable links between each claim in your narrative and the specific sources that support it.
Identify unsupported arguments, weak evidence, and areas where additional research or sources are needed.
Evaluate the quality and persuasiveness of your evidence chains, highlighting the strongest arguments and weakest points.
Organize your research and claims into a logical sequence that builds credibility and guides readers through your argument.
Format and organize sources for bibliography, endnotes, or footnotes in your chosen citation style.
Example Output
Example 1: Research-to-Claim Matrix
| Claim | Source 1 | Source 2 | Confidence | Gap? |
|---|---|---|---|---|
| "Market grew 45% in 2024" | Bloomberg Q4 Report | FactSet Analytics | High | No |
| "CEO founded company in 2010" | LinkedIn Profile | — | Medium | Verify 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
- Industry Context → 2 sources (market size, growth trends)
- Problem Statement → 1 source + your original observation
- Solution & Evidence → 3 sources (case studies, expert analysis)
- 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






