Under the hood

Scoring Methodology

Every resume goes through a structured evaluation process, the same lens a senior Product Manager hiring manager would use. Here is what happens under the hood.

The four dimensions

What we evaluate

🎯

Leadership & Impact

  • Are your outcomes measurable with real context and timeframes?
  • Evaluates the strength of your impact stories, not just whether you have metrics.
  • Expectations scale with your level — what counts as strong depends on where you are in your career.
📈

Experience & Background

  • Career progression and increasing scope across roles.
  • Product type clarity — can a reader tell what kind of products you built?
  • Company context and how your trajectory tells a coherent story.
🔍

Domain Fit

  • Depth of industry or vertical expertise demonstrated through concrete examples.
  • Evaluates specificity of domain knowledge — concrete impact over generic tenure claims.
🛠

Skills & Tools

  • PM craft appropriate to your career stage.
  • Evidence of hands-on craft demonstrated in your bullets, not just listed in a skills section.

Beyond the four dimensions

What else we evaluate

📝

Summary section

Your summary is the first thing a recruiter reads. The scorer checks for years of experience, product types, target customers, and a quantified achievement. Missing or vague summaries are flagged with a rewrite suggestion.

🔄

Career transition support

No PM titles on your resume? The scorer recognizes your background type and credits transferable experience accordingly. Tips focus on reframing and positioning for PM roles.

🤝

Collaborative framing

Bullets claiming sole credit for large outcomes are flagged with collaborative alternatives. Promotion visibility is also checked across multi-role entries at the same company.

🤖

ATS readiness

Every analysis includes an ATS readiness score with checks for headers, contact info, formatting, spelling, keywords, and more. Job Fit Check adds job-specific keyword matching.

📋

Bullet-by-bullet analysis

Individual resume bullets rated as Strong, Needs work, or Weak. Each rating includes the reason and which dimension it maps to. Helps you identify exactly which bullets to rewrite. Learn more →

Scoring methodology

How scoring works

⚖️

Job Fit Check mode

Scoring adapts based on what the job description actually emphasizes. Each role is different, and the evaluation reflects that.

🛡️

Dealbreaker detection

If the job description requires specific experience you do not have, the score reflects that gap honestly. No inflated numbers.

📊

Resume Scorer mode

Without a job description, scoring adapts to your detected seniority level. What counts as a strong resume is different for a junior PM versus a staff PM.

Every dimension includes at least one strength and one gap, so you always know what is working and what needs attention.

Seniority awareness

Expectations scale with your level

🔍

Auto-detected tier

The AI classifies your resume into the right career stage: student, career transition, or PM-experienced. Each stage gets appropriate expectations — no one-size-fits-all scoring.

⚖️

Adaptive expectations

What counts as a strong resume is fundamentally different at each career stage. Scoring adapts to reflect what hiring managers at your level actually look for.

⚠️

Mismatch flagging

If the job description targets a different seniority than your resume suggests, the scorer flags the mismatch so you can decide whether to apply.

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