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Expert Reviewers

Robert Sweet

Stock Recommendation

Robert Sweet

25+ years in Financial Analysis

Wendy Snyder

College Admissions Essay

Wendy Snyder

15+ years in college & career counseling for high school students

Emily Navarro

Computer Science Lecture

Emily Navarro

10+ years in teaching, academic leadership, and curriculum development

Paul Esau

Cover Letter

Paul Esau

20+ years in Writing Tutoring

Adele Barlow

Blog Post

Adele Barlow

20+ years in Professional Writing

Mia Borzello, PhD

Academic Research Proposal — Sciences

Mia Borzello, PhD

5+ YOE in Cognitive neuroscience research

Greg Altman

Comedy Sketch

Greg Altman

15+ YOE creating content for TV stations, including NBCUniversal, CBS, E!, MTV, VH1 and HGTV

Deniz Satik, PhD

Empirical Research Writing

Deniz Satik, PhD

10+ YOE in academic empirical research

Danielle Maya Pratt, PhD

K-12 Lesson Plan

Danielle Maya Pratt, PhD

10+ YOE in Accessibility and Disability Studies and Interdisciplinary Education

Line Tousignant

LinkedIn Post

Line Tousignant

25+ YOE building growth strategy for Fortune 500 Companies and SMBs

Janet Machuka

Press Release

Janet Machuka

10+ YOE in marketing strategy and communications

Linda Ikechukwu

Technical Writing

Linda Ikechukwu

6+ years in IT, from cloud engineering, to frontend development, and developer education

Amit Saha

Patent Readiness Reviewer

Amit Saha

10+ YOE in scientific research and 4+ YOE in IP litigation

Bill Retherford

Print News Article Review

Bill Retherford

10+ YOE in TV, documentaries, podcasts, and print journalism

Kristin Vayden

Romance Fiction

Kristin Vayden

10+ YOE writing, publishing, and editing fiction

Robert Sweet

Stock Recommendation

Robert Sweet

25+ years in Financial Analysis

Wendy Snyder

College Admissions Essay

Wendy Snyder

15+ years in college & career counseling for high school students

Emily Navarro

Computer Science Lecture

Emily Navarro

10+ years in teaching, academic leadership, and curriculum development

Paul Esau

Cover Letter

Paul Esau

20+ years in Writing Tutoring

Adele Barlow

Blog Post

Adele Barlow

20+ years in Professional Writing

Mia Borzello, PhD

Academic Research Proposal — Sciences

Mia Borzello, PhD

5+ YOE in Cognitive neuroscience research

Greg Altman

Comedy Sketch

Greg Altman

15+ YOE creating content for TV stations, including NBCUniversal, CBS, E!, MTV, VH1 and HGTV

Deniz Satik, PhD

Empirical Research Writing

Deniz Satik, PhD

10+ YOE in academic empirical research

Danielle Maya Pratt, PhD

K-12 Lesson Plan

Danielle Maya Pratt, PhD

10+ YOE in Accessibility and Disability Studies and Interdisciplinary Education

Line Tousignant

LinkedIn Post

Line Tousignant

25+ YOE building growth strategy for Fortune 500 Companies and SMBs

Janet Machuka

Press Release

Janet Machuka

10+ YOE in marketing strategy and communications

Linda Ikechukwu

Technical Writing

Linda Ikechukwu

6+ years in IT, from cloud engineering, to frontend development, and developer education

Amit Saha

Patent Readiness Reviewer

Amit Saha

10+ YOE in scientific research and 4+ YOE in IP litigation

Bill Retherford

Print News Article Review

Bill Retherford

10+ YOE in TV, documentaries, podcasts, and print journalism

Kristin Vayden

Romance Fiction

Kristin Vayden

10+ YOE writing, publishing, and editing fiction

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Explore a growing library of expert-trained templates

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.

Can’t find an answer? You can talk to our customer service team.

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.