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AI Reviewer

Bill Retherford's trained feedback on journalism.

Bill is a four-time Emmy Award winner, the recipient of the Edward R. Murrow Award for Excellence in Writing, a five-time winner of first place honors from the Society of Professional Journalists, and the first place winner of the "Best Television Reporting on the Environment" award from the Society of Environmental Journalists.

Bill Retherford

Bill Retherford

4x Emmy Award-Winning Journalist

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FAQs about Expert Feedback.

Everything you need to know about AI Reviewer and expert-trained feedback.

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AI Reviewer gives you structured, scored feedback on your writing using templates trained by real domain experts. Choose an expert-trained template that matches your use case (an admissions coach for college essays, a stock analyst for investment recommendations, etc.), and upload and scan your text, to receive annotated feedback scored against that expert’s specific criteria.
Most AI feedback is generic. AI Reviewer’s templates are built from the insights and lived experience of real professionals. Each expert personally trained a template to evaluate writing in their domain, using their rules. This means the feedback reflects detailed, domain-specific judgment, not generic grammar and style suggestions.
Each template is created by a verified professional in that field. Current experts include a financial analyst, a college admissions coach, a strategy consultant, a technical writer, a K–12 education researcher, and more. Every expert personally trained and reviewed their template, which was then tested in-house by GPTZero.
You’ll receive a scored review broken down by the criteria most relevant to your document type — for example, a stock recommendation is scored on thesis clarity, risk framing, and persuasiveness, while a college essay is scored on voice, narrative structure, and authenticity. Each criterion includes a score, a summary of key strengths and weakness, and specific annotations tied to your text.
Yes. The multi-document review mode lets you upload a batch of files and compare scores across documents — useful for educators reviewing student work, managers reviewing team output, or anyone processing a high volume of writing.
Yes. All documents are encrypted in transit, stored securely, and never shared or sold. GPTZero is AICPA, FERPA, and SOC2 compliant. Your documents are never used to train AI models or shared with third parties.
AI Reviewer is included in Premium and Professional plans. You can try sample reviews for free before upgrading.