🏥 Professional Network Diagnostics
Report Date: 2026
Ordering: Independent Lab
4 Panels Ordered
💼 Patient: LinkedIn ID: LI-2026 · DOB: 2003 · Provider: Microsoft
TestResultReferenceFlag
User Count1,000,000,000+> 100MH ↑
Market Reach200+ countries> 50H ↑
Networking9.5 / 107.0–10.0N
Job Placement8 hires/min> 1/minH ↑
Content Quality6.2 / 107.0–10.0L ↓
AI Noise LevelHIGHLOW–MEDH ↑
Revenue$15B+N/AH ↑
Free Tier Value8.5 / 107.0–10.0N
Premium Cost$29.99–$170+$0–$30H ↑
Overall
82%
Physician Interpretation
Overall health: Excellent with notable concerns. Most comprehensive panel in this lab. User Count and Market Reach flagged HIGH — far above reference ranges. However, Content Quality is flagged LOW (6.2 vs 7.0 minimum) due to elevated AI Noise. Premium Cost also flagged HIGH — above the expected range. Recommend monitoring content quality and cost trajectory. Still the most robust patient on file.
FOLLOW-UP RECOMMENDED
  • Content Quality below reference — AI contamination suspected
  • Algorithm markers show bias toward high-frequency users
  • Premium Cost trending above reference range
  • Organic Visibility markers declining for institutional panels
  • Data transfer markers indicate Microsoft pathway
🔍 Patient: Indeed + Glassdoor ID: IN-2026 · DOB: 2004 · Provider: Recruit Holdings
TestResultReferenceFlag
Monthly Traffic350,000,000+> 50MH ↑
Job Speed9.8 / 107.0–10.0H ↑
Salary Transparency (GD)8.8 / 107.0–10.0N
Networking0.5 / 107.0–10.0L ↓
ContentN/A7.0–10.0
Cost$0$0–$30N
Interview Intel (GD)8.5 / 107.0–10.0N
Overall
72%
Physician Interpretation
Overall health: Strong in specialty, deficient in social markers. Job Speed flagged HIGH — fastest in the lab. Glassdoor co-panel adds strong Salary and Interview markers. However, Networking critically LOW (0.5 vs 7.0 minimum). Content markers absent entirely. This patient is exceptionally healthy in one system but shows no signs of social or content function.
FOLLOW-UP RECOMMENDED
  • Networking critically below reference range
  • Content function absent — no measurable output
  • Glassdoor data freshness may vary by region
  • Sponsored markers may interfere with organic results
  • Patient data accessible to paying lab partners
🚀 Patient: Wellfound ID: WF-2026 · DOB: 2010 · Provider: Independent (fmr. AngelList)
TestResultReferenceFlag
User Base8,000,000+> 50ML ↓
Startup Coverage150,000+> 10KH ↑
Salary Transparency9.8 / 107.0–10.0H ↑
Equity Transparency9.8 / 10N/A (unique)H ↑
Founder AccessDIRECTINDIRECTH ↑
Corporate Reach0.0 / 107.0–10.0L ↓
Networking4.0 / 107.0–10.0L ↓
Overall
58%
Physician Interpretation
Overall health: Exceptional in specialty markers, deficient in general population. Salary and Equity Transparency both flagged HIGH at 9.8 — the highest single markers in the entire lab. Founder Access DIRECT (above reference). However, User Base flagged LOW, Corporate Reach at 0.0, and general Networking below range. A specialist patient with unique biomarkers found in no other panel.
FOLLOW-UP RECOMMENDED
  • User Base below general population reference
  • Corporate Reach at zero — startup-only function
  • Some startup data from early-stage (unvalidated) sources
  • Not indexed in mainstream diagnostic registries
  • Social markers need development
🤝 Patient: Meetup + Lunchclub ID: MU-2026 · DOB: 2002 · Provider: IRL Federation
TestResultReferenceFlag
Member Base52,000,000+> 50MN
Event Volume2,000,000+/yr> 100KH ↑
Authenticity Index9.9 / 107.0–10.0H ↑
IRL Connection9.8 / 10N/A (unique)H ↑
AI Matching (LC)1:1 PAIREDALGORITHMICH ↑
Employment Function0.5 / 107.0–10.0L ↓
Digital PresenceMINIMALFULLL ↓
Overall
68%
Physician Interpretation
Overall health: Extraordinary in human connection markers, absent in employment. Authenticity Index at 9.9 — the single highest individual marker recorded in this lab. IRL Connection at 9.8. This is the only patient whose results require physical presence to observe. LinkedIn is the lab report. This patient IS the reason we practice medicine — the living, breathing human the data describes.
FOLLOW-UP RECOMMENDED
  • Employment function critically below reference
  • Physical attendance required for all measurements
  • Event hosting costs $20+/mo for coordinators
  • AI matching precision varies by facility
  • Geographic constraints on testing locations

Comparative Panel

MarkerLIINWFMU
Population1B+350M8M+52M+
Networking9.50.54.09.0
Employment8.09.87.00.5
Transparency5.08.89.8
Content6.2Min
Authenticity6.07.08.09.9
IRL1.09.8
Overall82%72%58%68%
LI
$0*
*Prem $29.99+
IN
$0
Always free
WF
$0
Free
MU
$0*
*Host $20+