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Janet Machuka's trained feedback on press releases.

Janet is a journalist, PR & digital marketing strategist, content creator, and educator. She founded #AfricaTweetChat, one of Africa’s largest marketing communities on X. She has worked with organizations, including Safaricom, Google Africa, BBC, supporting them in digital strategy, influencer campaigns, and content creation. She currently serves as the National Creative Ambassador for the International Centre for Research on Women (ICRW) Africa, where she uses storytelling and digital platforms to champion social change.

Janet Machuka

Janet Machuka

Corporate Digital Communications Strategist | Founder ATC Digital Academy

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College Application

15 years of admissions experience turned into feedback that helps your personal statement stand out in holistic review.

Wendy Snyder

College Admissions Essay

By Wendy Snyder

Resume + Cover Letters

20 years of writing tutoring distilled into feedback that builds confidence and develops exemplary academic writing skills.

Paul Esau

Cover Letter

By Paul Esau

Blog Post

20 years of professional writing and editorial leadership sharpened into feedback for clear, compelling startup communications.

Adele Barlow

Blog Post

By Adele Barlow

K-12 Education

10+ YOE in Accessibility and Disability Studies and Interdisciplinary Education

Danielle Maya Pratt, PhD

K-12 Lesson Plan

By Danielle Maya Pratt, PhD

Technical Paper Review

A decade of CS education and software engineering expertise focused on clarity, rigor, and industry-relevant technical writing.

Emily Navarro

Computer Science Lecture

By Emily Navarro

Stock Recommendation

25 years of financial markets expertise distilled into feedback that sharpens your investment analysis and data-driven writing.

Robert Sweet

Stock Recommendation

By Robert Sweet

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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.
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