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Career Blueprint

Evaluate Job Fit with Structured Assessment

0June 2026

Evaluates a job description against your CV using a 7-block scoring system that rates match, gaps, level strategy, compensation, customization needs, interview prep, and posting legitimacy.

What problem does this solve?

Generates a comprehensive evaluation report for each job (A-F blocks plus legitimacy assessment) by reading the JD, comparing it against your CV, and analyzing role fit. Replaces vague gut-checks with structured, scored recommendations so you know exactly how well you match before investing time in an application.

How does it work?

Paste a job URL or description. 1. The system verifies the posting is still live (no dead links). 2. Classifies the archetype (LLMOps, Agentic, PM, SA, FDE, or Transformation) and detects domain/seniority. 3. Maps JD requirements to your CV with a gap-mitigation plan for each gap. 4. Researches compensation for the role + company reputation. 5. Recommends top CV customizations and LinkedIn updates. 6. Builds 6-10 STAR+Reflection stories mapped to JD requirements and appends new stories to your story-bank. 7. Analyzes posting legitimacy (freshness, description quality, company hiring signals, reposting patterns). Output: a numbered markdown report with all 7 blocks, saved to reports/, and a summary added to your applications tracker.

Included Skills

No skills in this group

What's required to run this?

Requires cv.md as the source of truth for candidate profile. Compensation research uses WebSearch (adds tokens). Posting legitimacy check uses Playwright for liveness verification (URLs only) and WebSearch for company signals. Reports are numbered sequentially and stored in reports/ with atomic number reservation to prevent race conditions in parallel evaluation.

Key Features

A-F Block Evaluation

Role summary, CV match with gap mitigation, level strategy, compensation research, customization plan, and interview story mapping

Archetype Detection

Classifies role as LLMOps, Agentic, PM, Sales Architect, FDE, or Transformation to tailor proof points and narrative

Gap Mitigation

For each requirement gap, proposes concrete mitigation: adjacent experience, portfolio project, or phrasing for cover letter

Legitimacy Assessment

Block G analyzes posting freshness, description quality, company hiring signals, and reposting history to flag suspicious or ghost jobs

Story Bank Integration

Accumulates STAR+Reflection stories across evaluations; reusable bank grows to 5-10 master stories answering any behavioral question

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Ishani D.

Account Manager at G2