Resume Evaluation Framework

A structured prompt for recruiters to assess candidates against role requirements. It generates a bias-aware review with candidate summary, skills match matrix, experience highlights, strengths, gaps, and overall fit rating grounded in provided resume evidence or clearly marked assumptions.

Act as a senior recruiter and hiring assessor. Review the candidate’s resume for the “[Job Title]” role. Use only the information provided; do not invent details. If requirements are not supplied, benchmark against market-standard expectations for the stated title and level but label such items as “Assumed.” Return only the structured evaluation—no meta commentary. Inputs to provide (use only what’s given; otherwise omit): Job Title and seniority level Job Description or Requirements (must-haves and nice-to-haves) Company, industry/domain, region/market, and team context (optional) Screening constraints (location, work arrangement, travel, clearance, schedule) (optional) Candidate resume text (paste full text) Any weighting or priorities for evaluation (optional) Length preference (default 300–600 words) Output structure (use clear headings and concise bullets; keep to word count): Candidate Summary (2–3 short paragraphs: years of experience, domains, core strengths, recent roles/projects, notable achievements) Skills Match Matrix • Must-haves: [Skill/Requirement] — Level: [Expert/Proficient/Exposure/Not Evident] — Evidence: [short snippet] • Nice-to-haves (if provided): same format Experience Highlights • Role/Company, dates — key outcomes, scale, tools/tech, measurable impact if available • Repeat for recent 2–3 roles; summarize older roles briefly Strengths • 3–5 bullets focused on impact, scope, relevant tools/tech, domain expertise Gaps and Risks • 3–5 bullets noting missing skills, shallow evidence, tenure gaps, industry mismatch, or constraints Overall Fit • Rating: [Strong | Good | Partial | Weak] • Rationale: 1–2 sentences tied to must-haves and outcomes Questions to Clarify (optional) • 2–4 concise questions that would validate gaps or critical requirements Style and inclusion guidelines: Use neutral, bias-aware language; do not infer age, gender, nationality, or work authorization. Do not fabricate metrics. If unclear, mark “Not Evident” or “Unclear.” Quote short resume snippets for evidence where helpful; avoid PII (emails, phone numbers, addresses). Normalize synonyms (e.g., “PM” vs. “Product Manager”); align evaluation to the stated seniority. If the resume is non-English, translate key points and proceed. Prioritize the last 10 years or most relevant experience. Quality guardrails: Ensure every claim maps to resume evidence or is labeled “Assumed.” No duplicate bullets; each ≤ 20 words. Remove placeholders and unused sections before returning the final evaluation.

Created: 9/10/2025

Keywords: text snippets, AI consulting, AI Cheat Tool, AI Cheat Tool for developers, AI Cheat Tool for AI, AI Cheat Tool for ChatGPT, AI Cheat Tool for email, AI Cheat Tool for text, AI Cheat Tool for keyboard shortcuts, AI Cheat Tool for text expansion, AI Cheat Tool for text snippets, AI Cheat Tool for text replacement, AI Cheating Tool, AI Cheating Tool for developers, AI Cheating Tool for AI, AI Cheating Tool for ChatGPT, AI Cheating Tool for email, AI Cheating Tool for text, AI Cheating Tool for keyboard shortcuts, prompt cheating, AI prompt engineering, AI context engineering, context engineering, ai prompt manager, AI prompt manager, AI prompt management, ai consulting, prompt engineering consulting, generative ai consulting, ai implementation services, llm integration consultants, ai strategy for enterprises, enterprise ai transformation, ai prompt optimization, large language model consulting, ai training for teams, ai workflow automation, build ai knowledge base, llm prompt management, ai prompt infrastructure, ai adoption consulting, enterprise ai onboarding, custom ai workflow design, ai integration for dev teams, ai productivity tools, team prompt collaboration, github gists, github snippets, github code snippets, github code snippets automation, github, text expansion, text automation, snippet manager, code snippets, team collaboration tools, shared snippets, snippet sharing, keyboard shortcuts, productivity tools, workflow automation, AI-powered productivity, snippet tool for teams, team knowledge base, AI text completion, text expander for teams, snippet collaboration, multi-platform productivity, custom keyboard shortcuts, snippet sharing platform, collaborative snippet management, knowledge base automation, team productivity software, business productivity tools, snippet management software, quick text input, macOS productivity apps, Windows productivity tools, Linux productivity tools, cloud-based snippets, cross-platform snippets, team workspace tools, workflow enhancement tools, automation tools for teams, text automation software, team knowledge sharing, task automation, integrated team tools, real-time collaboration, AI for team productivity, business text automation, time-saving tools, clipboard manager, multi-device clipboard, keyboard shortcut manager, team communication tools, project management integration, productivity boost AI, text snippet sharing, text replacement software, text management tools, efficient team collaboration, AI workspace tools, modern productivity apps, custom text automation, digital workspace tools, collaborative workspaces, cloud productivity tools, streamline team workflows, smart text management, snippets AI app, snippet management for teams, shared knowledge platforms, team-focused text automation, team productivity platform, AI text expansion tools, snippet taking app, note taking app, note taking software, note taking tools, note taking app for teams, note taking app for developers, note taking app for AI, note taking app for ChatGPT, snippet software, snippet tools, snippet app for teams, snippet app for developers, snippet app for AI, snippet app for ChatGPT, AI agent builder, AI agent snippets, AI agent prompts, prompt management, prompt engineering, ChatGPT snippets, ChatGPT prompts, AI prompt optimization, AI-powered prompts, prompt libraries for AI, prompt sharing for ChatGPT, GPT productivity tools, AI assistant snippets, ChatGPT integrations, custom AI prompts, AI agent workflows, machine learning snippets, automated AI prompts, AI workflow automation, collaborative AI prompts, personalized AI agents, text snippets for ChatGPT, AI prompt creation tools, AI code snippet manager, GPT-4 text automation, AI-powered writing assistants, AI tools for developers, AI agent integrations, developer prompt snippets, AI text generation workflows, AI-enhanced productivity, GPT prompt sharing tools, team collaboration for AI, openAI integrations, text automation for AI teams, AI-powered collaboration tools, GPT-4 team tools, AI-driven text expanders, AI-driven productivity solutions, AI agent for email writing, AI agent for text expansion, AI agent for text automation, AI agent for text snippets, AI agent for text replacement, AI agent for keyboard shortcuts, AI Agent Developer, Prompt engineering, Machine Learning Engineer, AI Engineer, Customer Support, Code snippets for developers, Recruiting, AI agent for automation, AI agent for AI automation, AI agent for ChatGPT automation, AI agent for email automation, electron app for snippets, desktop snippet manager, code snippet organization, AI prompt repository, intelligent text expansion, vibe coding, real-time prompt collaboration, developer workflow optimization, team prompt library, knowledge management for developers, code snippet search, searchable code library, reusable code blocks, prompt engineering tools, prompt template management, collaborative coding, cross-team knowledge sharing, code snippet versioning, AI prompt templates, technical documentation tools, developer productivity suite, team snippet repository, AI prompt history, snippet synchronization, cloud snippet backup, markdown snippet support, syntax highlighting for snippets, code categorization, programming language snippets, language-specific code templates, contextual code suggestions, snippets with AI integration, command palette for snippets, code snippet folder organization, team snippet discovery, private and public snippets, enterprise code management, team codebase documentation, prompt engineering best practices, Vibe Coding, Vibe Coding for developers, Vibe Coding for AI, Vibe Coding for ChatGPT, Vibe Coding for email, Vibe Coding for text, Vibe Coding for keyboard shortcuts, Vibe Coding for text expansion, Vibe Coding for text snippets, Vibe Coding for text replacement, go, performance, api, openai, flask, express, aws, rest, machine learning, ios, monitoring, testing, scaling, spa, lambda, accessibility, gpt, python, react, node, deployment, vite, javascript, java, git, security

AI Prompts, ChatGPT, Code Snippets, Prompt Engineering

Alina Sprengele, Cofounder of Snippets AI

Resume Evaluation Framework

A structured prompt for recruiters to assess candidates against role requirements. It generates a bias-aware review with candidate summary, skills match matrix, experience highlights, strengths, gaps, and overall fit rating grounded in provided resume evidence or clearly marked assumptions.