The 5-Stage Audit Pipeline
From file drop to recruiter diagnostic breakdown in five distinct processing phases.
In-Memory PDF Parsing & Entity Extraction
When you upload your official LinkedIn export PDF, our parser extracts clean structured tokens: full name, headline, About summary, chronological work history (titles, companies, dates, bullet descriptions), skills list, education, certifications, and languages.
Deterministic 30-Signal Scoring Engine
Our rule-based engine tests your extracted data against 30+ criteria across 6 weighted categories. Checks include exact recruiter boolean keyword matching, headline character budget, action-verb density in experience bullets, and skills alignment.
Semantic Context & Positioning Review
Google Gemini AI evaluates the qualitative persuasiveness of your copy: positioning clarity in your headline, narrative pacing in your About section, and the strength of your achievement metrics using the CAR (Context-Action-Result) formula.
Career Stage & Seniority Calibration
Evaluation expectations adapt dynamically based on your detected career stage. A student is evaluated on coursework, projects, and internships, while an executive is evaluated on leadership scope and P&L scale.
Score Calculation, Tiering & Impact Roadmap
You receive a composite score out of 100, tier classification (Bronze, Silver, Gold, Platinum), and a prioritized improvement roadmap ranked by estimated point gain (+6 pts, +4 pts, etc.) so you know what to optimize first.
The 6 Scoring Categories (100 Points Total)
How each profile section contributes to your overarching discoverability score.
Work Experience
Quantifiable achievements, Context-Action-Result (CAR) bullet structure, and active power verb density.
✓Action verb front-loading
✓Numerical metrics ($ ARR, scale, %)
✓Tools & methodology tags
Headline Optimization
Exact job title matching, top 3 skill keywords, and mobile snippet limit compliance (120 chars).
✓Boolean filter keyword match
✓No empty adjectives ("passionate")
✓Mobile cutoff fit
About / Summary Section
Opening hook strength, career narrative structure, domain expertise, and clear call to action.
✓2-line scroll-stopping hook
✓First-person authentic voice
✓Direct networking CTA
Searchable Skills
Alignment with standard LinkedIn taxonomy, recruiter query frequency, and skill volume.
✓Top 50 standardized taxonomy
✓Core technical skill presence
✓No outdated duplicate tags
Education & Certs
Accredited degrees, verified professional certifications, institutions, and graduation chronology.
✓Degree & field of study
✓Active industry certifications
✓Structured chronology
Profile Completeness
Custom profile URL vanity handle, complete location data, industry categorization, and language tags.
✓Clean vanity profile URL
✓Standardized metro location
✓Industry classification
Scoring Scope & Transparency
We believe in 100% transparent evaluation without arbitrary black-box criteria.
What We Evaluate
- • Headline keywords, role clarity, character usage
- • About section hook, first-person voice, competencies
- • Experience role descriptions, action verbs, outcomes
- • Searchable skills alignment with job titles
- • Degree, institution, field of study, and certs
- • Profile structure and overall completeness
Never Penalized
- • Profile photo or banner aesthetics (not in PDF)
- • Follower or connection count
- • Daily posting frequency or viral engagement
- • Recommendations or endorsement counts
- • Creator mode status or newsletter subs
- • Premium LinkedIn badge status
Get your free LinkedIn score in under 60 seconds
Export your PDF from LinkedIn, drop it in the analyzer, and receive your comprehensive diagnosis.