Job Tailoring

Tailoring job applications manually is a high-friction process prone to generic output and ATS rejection. This skill automates the alignment between a candidate's professional history and specific job requirements while maintaining strict factual integrity. It eliminates the need to guess which keywords matter or how to bridge experience gaps, providing a systematic way to generate resumes, cover letters, and recruiter outreach drafts.

What it does

• CV parsing & review extracts professional history while preserving evidence provenance and original wording.
• Job description analysis separates explicit requirements from preferences to identify true hiring criteria.
• Requirement mapping classifies matches as direct, adjacent, or missing to highlight semantic fit.
• ATS keyword alignment extracts and integrates relevant terminology without keyword stuffing or unnatural repetition.
• Application package generation produces tailored CVs, cover letters, and recruiter messages based on approved evidence.
• Gap analysis identifies missing or conflicting information between the profile and the role requirements.

How it works

1. Intake profile data by parsing your existing CV or professional profile to establish a baseline of truth.
2. Analyze the target job to extract mandatory requirements and implicit expectations.
3. Review the fit assessment which classifies your evidence against the job and recommends whether to apply, maybe, or skip.
4. Generate tailored materials including an optimized CV, cover letter, and specific outreach drafts for recruiters.

Frameworks & tools

This skill is framework-agnostic and works with standard Markdown, PDF, or text-based CVs and job descriptions. It follows structured internal modules for evidence modeling and ATS optimization.

Why this beats prompting it yourself

Generic prompts often lead to hallucinated metrics or "creative" lies that fail background checks. This skill uses a dedicated truth policy and evidence-labeling model to ensure every claim is grounded in your actual experience while maximizing ATS compatibility.

Use cases

• Role-specific tailoring for adjusting a general CV to a specific senior engineering or management position.
• Recruiter outreach for drafting high-signal LinkedIn messages or referral requests based on shared requirements.
• Screening preparation for drafting evidence-backed answers to specific application portal questions.
• High-volume filtering for quickly determining which job listings are worth the effort based on a match score.

Known limitations

This skill does not support automatic job board submissions or impersonating users on external platforms. It cannot verify the truth of user-provided claims or bypass platform-specific anti-bot rules.