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Expert Feedback

Anthony Escamilla's trained feedback on technical resumes.

Executive search and technical recruiting leader with 13+ years of experience building hiring systems for high-growth startups. Founder of Top Funnel Talent and former Head of Technical Recruitment at Stellar Health and Blink Health, Anthony specializes in evaluating whether a technical resume signals a builder or an operator — the difference that determines whether a startup recruiter moves forward or passes.

Anthony Escamilla

Anthony Escamilla

Founder, Top Funnel Talent

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K-12 Education

10+ YOE in Accessibility and Disability Studies and Interdisciplinary Education

Danielle Maya Pratt, PhD

K-12 Lesson Plan

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

Emily Navarro

Computer Science Lecture

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Stock Recommendation

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

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Expert Feedback 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. Expert Feedback 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.
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