Frequently Asked Questions
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You’ll receive a professionally formatted PDF Report that includes:
Reader likes and dislikes.
A brief genre-specific industry analysis.
Insights and recommendations from publishing professionals.
Clear action steps for applying what you learn.
It’s everything you need to shape your content with confidence and precision.
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Any stage. While most invest in a report before writing too deeply, authors find this insight incredibly helpful:
Before writing to shape a concept.
Mid-draft to avoid missteps.
During revisions to sharpen the manuscript.
Before submitting to an agent or publisher.
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Editorial feedback is typically from professionals or fellow writers. This report gives you aggregated data from hundreds of real readers in your genre. It’s not about writing “better” according to critics—it’s about connecting with your actual audience.
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That’s the real power of a Reader Feedback Report. We match your genre and subgenre (based on the details you provide) with feedback from 300+ actual readers of similar books. You’re not hearing from just a few opinions—you’re getting a statistically meaningful snapshot of your target audience.
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We support a wide and growing list of genres, including:
Biography
Business and Leadership
Christian
Crime
Fantasy
Fiction
Historical Fiction
History
Humor and Comedy
Memoir
Mystery
Nonfiction
Philosophy
Psychology
Religion
Romance
Science
Science Fiction
Self-Help
Suspense
Spirituality
Sports
Thriller
Travel
Young Adult
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Yes! After you’ve completed your purchase, you will be asked to provide the titles and 13-digit ISBNs of similar books. If your comparable titles are outside the list of genres above, we will strive to provide a report that meets your needs. We will be in touch via email in the unlikely event it will take longer than ten days or that we cannot accommodate your request.
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Standard delivery is within 10 business days. You’ll receive your downloadable PDF via email.
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Yes. The report content is identical in depth and quality—you’re simply paying for priority handling and expedited delivery.
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Definitely. Many writers use the ReaderFeedback Report during the drafting or revision process. It can save you hours of rewriting by helping you align with reader expectations early.
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This report is ideal for:
The author who wants to ensure their message connects with readers.
First-time authors seeking market clarity.
Experienced writers developing new concepts.
Indie authors trying to stand out.
Traditional authors aiming to sharpen their proposals.
Whether you’re brainstorming, revising, or preparing to pitch, this report provides a creative and strategic edge.
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The investment is $299, a one-time fee that reflects roughly $1 for every hour you’ll spend writing your book. Compared to the cost of missed opportunities or extensive rewrites, it’s a smart upfront investment.
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Not at all. Authors often report the opposite: having clarity about reader expectations fuels their creativity and helps them write with more confidence — not less.
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No. You’re the author. The report offers insight, not instruction. Use what’s helpful and aligns with your vision.
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We work with vetted readers who are active, engaged consumers of your genre. These are people who frequently read, review, and purchase books like yours — not random respondents.
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Because you will receive the knowledge of what readers loved, what they didn’t like, and what they wanted more of in successful books like yours, while you are still writing yours. A ReaderFeedback Report is the winning advantage for every author who wants to write a book that truly connects with readers.
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The ReaderFeedback™ Report uses a mixed-methods approach—both qualitative and quantitative—to give you a complete picture of what readers value (and what they don’t) in books similar to yours.
Qualitative Analysis
We examine actual reader reviews to identify recurring themes—such as praise for strong characters or frustration with predictable endings. This interpretive layer captures nuance, tone, and emotional insight that raw numbers alone can’t provide.
Quantitative Analysis
We also measure and quantify these patterns. For example, we track how often certain strengths or weaknesses appear, identify percentages across themes, and apply sentiment metrics. These numbers reveal clear trends, showing where readers strongly agree in their opinions.
Why Both Matter
Qualitative insights provide depth and context; quantitative data shows scope and scale. Together, they deliver a balanced, evidence-based report that helps you see not only what readers think, but also how many share that view. The result: actionable clarity to guide your writing with confidence.
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No. The core opinions come from real readers who have written reviews of books in your category. We use AI to collect, structure, and summarize those human reviews. Then industry experts review the outputs, verify claims against the evidence, and form the final takeaways so they’re practical and trustworthy.
Q: What exactly does AI do—and what do humans do?
A: AI handles: finding relevant reviews, removing duplicates, extracting themes (likes/dislikes/expectations), clustering patterns, and generating draft charts/summaries.
Humans (industry experts) handle: substantiating that themes match the evidence, adding editorial judgment, naming/organizing the insights, and highlighting actionable recommendations for your manuscript or proposal.
Q: How do you make sure the data is reliable (and not spammy)?
A: With our proprietary quality screening process, we remove obvious spam/duplicates, require minimum text length, and balance across titles/timeframes where possible. We also check for consistency across multiple sources and flag fragile findings. Finally, experts review every claim against the underlying evidence before the report ships. In short, our exclusive process gives you the most trustworthy, actionable insights that are both statistically significant and publishing expert verified.
Q: Is this the same as a fully AI-generated report?
A: No. Fully AI-generated reports can sound confident but often rely on predictions or generic patterns, and without expert oversight can result in erroneous data and false correlations. Our reports are grounded in real reader text, organized by AI, and validated by publishing experts.
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We stand by the value of our insights. If you have questions or concerns, our team is available to help you get the most out of your report.
What the ReaderFeedback Report is Not
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No. The ReaderFeedback™ Report is not an editorial critique, developmental edit, or personalized commentary on your specific idea or manuscript.
Instead, it is a data-driven report built from what real readers have already said about books in your genre. Our process involves:
Collecting reviews from hundreds of readers of comparable titles.
Using AI to extract patterns, themes, and sentiment from those reviews.
Analyzing the data through both qualitative interpretation and quantitative measurement.
Reviewing the findings with industry experts before delivering the report.
The outcome is a clear, evidence-based picture of what readers in your category love, what frustrates them, and where expectations converge. While it doesn’t tell you what we think about your book, it equips you with insights from your potential audience—so you can make informed creative choices with confidence.
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No. It won’t pass judgment on your idea. What it does is show you the patterns of reader responses in your genre. You then decide how to apply those insights to strengthen your own book.
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No. Editorial reviews involve a professional editor reading and responding to your actual manuscript. The ReaderFeedback Report is based on surveys of 300+ real readers who respond to books in your genre—not your unpublished draft.
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No. It’s not a how-to manual or a set of prescriptive writing rules. Instead, it acts like a blueprint, highlighting what resonates most with readers and what causes frustration, so you can finish your book with clarity and confidence.
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No. The report doesn’t track sales trends or bestseller lists. It focuses on reader experience—why they keep turning pages, why they recommend a book, and why they stop reading. It’s about engagement, not market share.