AI-powered matching
Find your best-fit mentor
We score candidates across skills, goals, communication style, and verified outcomes, then rank the highest-impact matches for your journey.
Preview: what AI mentor-ranking looks likeexample
Semantic match against our live mentor roster
embeddings
Your goal is embedded and compared (cosine similarity) to every active mentor's bio. Results draw only from real mentors on the platform.
Top matches for you
89
Dr. Layla Haddad
Best match
4.9Director, Translational Bioinformatics @ Genentech
bioinformatics
single-cell
python
- • Strong skill overlap: bioinformatics, python
- • Has mentored others on industry transition
- • Communication style matches (structured)
- • 41 mentees placed/promoted
68
Dr. Hannah Becker
4.75Principal Biostatistician @ BMS
biostatistics
adaptive-trials
r
- • Strong skill overlap: r
- • Has mentored others on industry transition
- • Communication style matches (structured)
- • Healthy seniority gap (9 yrs)
52
Dr. Mei Tanaka
4.7MSL Lead @ Roche
medical-affairs
oncology
kol-engagement
- • Has mentored others on industry transition
- • Communication style matches (structured)
- • 33 mentees placed/promoted
- • Healthy seniority gap (8 yrs)
49
Dr. Samir Khoury
4.85Regulatory Strategy Director @ Novartis
regulatory
ind-strategy
eu-mdr
- • Has mentored others on industry transition
- • Communication style matches (structured)
- • Healthy seniority gap (13 yrs)
49
Dr. Daniel Park
4.7VP, Process Development @ CGT scale-up
process-dev
cgt
tech-transfer
- • Has mentored others on industry transition
- • Communication style matches (structured)
- • Healthy seniority gap (14 yrs)
39
Dr. Aïcha Benali
4.8Clinical Operations Lead @ contract research org
clinical-ops
dct
vendor-management
- • Has mentored others on industry transition
- • 26 mentees placed/promoted
- • Healthy seniority gap (7 yrs)
21
Prof. Omar Reyes
4.8Associate Professor, Immunology @ Karolinska
immunology
grant-writing
phd-mentorship
- • 28 mentees placed/promoted
- • Healthy seniority gap (15 yrs)
18
Dr. Priya Subramanian
4.6Co-founder & CSO @ early-stage biotech
startup
fundraising
rna-therapeutics
- • Healthy seniority gap (10 yrs)
How we score matches
- • Skills overlap (45%)
- • Goal alignment (25%)
- • Communication style (15%)
- • Verified outcomes / track record (10%)
- • Healthy seniority gap (5%)