Your Career.
Your Mentors.
Your Journey.
AI-powered mentorship matching for healthcare professionals across every discipline — from first-year student to executive leadership. Track your development, capture insights, and grow with the right guidance.
No CV required to get started — uploading one unlocks smarter, more precise matching.
Free during private beta · No credit card required
FEATURES
Intelligence built for every career stage
Continuum doesn't just connect you with a mentor — it maps where you are, shows you where successful people in your target role have been, and builds a coaching plan around the gap.
Discipline-Specific Career Tracks
Every healthcare discipline has its own decision points — specialty pick and away rotations for medical students, fellowship application for residents, NP / CNS / CRNA pathway selection for nurses, residency-vs-industry for PharmDs, clinical specialist certification for PTs and OTs, the move into formal leadership for everyone. Continuum maps the milestones for your discipline and stage, and pairs you with mentors who've navigated each one.
CV Strengths & Gaps
Upload your CV — Continuum extracts your specialty, experience, leadership roles, and research, then surfaces strength and gap chips on your profile that mentors see at a glance. No first-session time wasted on background context.
Smart Matching
AI analyzes 14 weighted compatibility signals — specialty, career trajectory, communication style, and goal alignment — to surface mentors who have walked the path you're on.
Shared Session Notes
Log what was discussed, what you committed to, and what's next — both mentor and mentee can write, both can read forever. The relationship has a memory. Recall context months later without rifling through email threads.
Mentor Development
Structured training that turns experienced clinicians into exceptional mentors — with feedback frameworks, communication coaching, and a discipline-specific curriculum built for clinical careers.
AI Coach In development
AI coaching to help you process feedback, navigate career transitions, and prep for difficult conversations between sessions — rolling out to the founding cohort first.
Not just "AI matching."
Matching designed by a clinician, for clinicians.
Every signal in our algorithm has a clinical rationale. We don't match on job titles and interest tags. We match on the specific shapes of mentorship that actually work in healthcare training — recent experience, complementary strengths, and the right experience gap.
A current resident who just matched knows today's application cycle better than an attending who matched a decade ago. We built our algorithm around that insight.
See how matching worksTHE INTELLIGENCE ENGINE
Your CV is worth more than you think
Most platforms ask you to build a profile from scratch. Continuum extracts what's already there — then layers proprietary intelligence on top of it that no other platform has.
INPUT
CV Upload + 5 Questions
Training history, leadership roles, publications, certifications, and career goals.
EXTRACTION
AI Career Profile
Structured schema of 40+ career dimensions — specialty, trajectory velocity, leadership arc, academic output.
ANALYSIS
Role Archetype Match
Your extracted profile is mapped against the requirements of your target role — where you're strong, and where the record is thin.
OUTPUT
Strength & Gap Chips + Mentor Match
Strengths and gaps surface as chips on your profile — visible to your matched mentor at a glance, so every session starts where it matters.
Built from real career data
Our archetypes aren't based on job descriptions or textbooks. They're built from the actual CVs of clinicians who already hold those roles — across specialties, institution types, and career trajectories.
The dataset gets smarter over time
Every member who joins — and every mentor who uploads their CV — makes the archetype models more accurate. The platform compounds in value with every user, creating a data moat no competitor can replicate without years of time.
Privacy-first by design
Career data is de-identified and aggregated before being used in archetype modeling. Members control their own data, and individual profiles are never shared with employers, institutions, or third parties without explicit consent.
See your career intelligence report
Get Started Free →CV upload optional — adds precision matching to your profile
PRODUCT PREVIEW
See Continuum in action
Three screens. One platform. Everything a healthcare professional needs to grow.
Your Mentor Matches
AI-ranked by compatibility · Updated today
Session Recap
With Dr. Karen Park · March 28, 2026 · 45 min
Your mentor emphasized the importance of choosing a fellowship program that aligns with your research interests, not just prestige. They recommended connecting with 2–3 program directors before ranking season and offered to make warm introductions at peer academic centers.
Your Career Journey
Internal Medicine · Fellowship Track · PGY-2
WHO IT'S FOR
Built for every healthcare professional
Whether you're a first-year student or a department chair, a physician or a physical therapist — Continuum Health AI meets you exactly where you are.
Physicians & Surgeons
MD/DO across all specialties — from medical students to subspecialty fellows to department chairs.
Nursing Professionals
RNs, NPs, CNSs, CRNAs, and nursing executives navigating clinical growth and leadership transitions.
Rehabilitation Therapy
Physical therapists, occupational therapists, and speech-language pathologists at every level.
Advanced Practice Providers
PAs, NPs, and CRNAs building their clinical identity, specialty expertise, and leadership presence.
Pharmacy & Allied Health
Pharmacists, respiratory therapists, clinical social workers, and the full spectrum of allied health disciplines.
Health System Leaders
CMOs, CNOs, program directors, and department chairs navigating organizational leadership and executive transition.
HOW IT WORKS
From CV upload to career clarity in minutes
Minimal input, maximum intelligence. Tell us your role to see how Continuum works for you.
01
Upload Your CV + Answer 5 Questions
Upload your CV and answer five targeted questions about your specialty, career stage, and goals. Our AI extracts your training history, leadership roles, publications, and trajectory — building a comprehensive career profile in under two minutes, no manual data entry required.
02
Get a CV-driven gap analysis
Upload your CV — Continuum extracts your specialty, training, and research, then surfaces strength and gap chips on your profile that your matched mentor sees at a glance. No first-session time wasted on background.
03
Get Matched + Start Closing Gaps
Your AI-matched mentor is selected not just for compatibility, but because their career trajectory maps to where you want to go. Every session is tied to your gap analysis — so you're always working on what actually matters for your next career move.
We don't just find mentors.
We train them.
Most mentorship platforms recruit mentors and call it done. Continuum treats mentor development as a core product. Our structured curriculum turns good clinicians into great mentors — with measurable skills, a badge system, and ongoing development.
Note: CME / CE accreditation is in progress. Module completion is tracked toward future credit when accreditation is in place.
Mentor Foundations
Evidence-based mentorship principles, adult learning theory, and the difference between mentoring, coaching, and sponsorship. Most clinicians have never been taught this explicitly.
Structured Conversation Skills
How to open a session, ask powerful questions, give feedback that lands, navigate conflict, and close with clear action items. Includes role-play scenarios built around clinical career dilemmas.
Specialty & Stage Calibration
Discipline-specific modules covering the unique challenges of mentoring in your field — surgery vs. nursing vs. pharmacy — and stage-specific guidance for mentoring students vs. new professionals vs. leaders.
Live Mentorship Practice
The capstone: a supervised practice session reviewed against our mentorship rubric, with AI-assisted feedback that identifies specific improvement areas. Launching with the Founding Mentor cohort.
Ongoing Development & Badge System
Mentors aren't static. The badge path — Certified Mentor → Senior Mentor → Master Mentor — progresses as you guide more mentees and complete advanced modules. Quarterly check-ins, satisfaction tracking, and recertification roll out as the founding cohort grows.
Ready to become a trained, recognized mentor?
Become a Founding Mentor →FOR HEALTHCARE
Built for every stage of clinical growth
From residency to the C-suite, Continuum Health AI meets healthcare professionals where they are — with tools calibrated to the unique rhythms, pressures, and pathways of clinical careers.
Clinical Mentorship Network
A curated network of board-certified physicians, APPs, and nursing leaders — the founding cohort is recruiting now across 40+ specialties — matched by clinical context, not just availability.
- ✓ Specialty-specific mentor filters (IM, Surgery, EM, Peds, Psych, and more)
- ✓ Resident-to-Attending and Attending-to-Leader tracks
- ✓ NPI-verified mentor credentials
- ✓ Peer mentoring circles by specialty cohort (planned)
60+ specialties & disciplines across 8 categories
Health System Partnerships
Enterprise-grade tools for AMCs, health systems, and residency programs to manage and measure mentorship at scale across their entire workforce.
- ✓ Single sign-on (SAML / OIDC) for institutional accounts (planned)
- ✓ System-wide mentorship analytics dashboard (planned)
- ✓ Program director oversight tools (planned)
- ✓ BAA inquiries welcome for enterprise procurement (current status)
- Mentorship engagement Active mentor-mentee pairs, session cadence, drop-off rate
- Match quality Mentee-reported helpfulness (1–5) at 30/60/90 days, would-pick-again rate
- Trainee retention Cohort retention vs. baseline at program- and specialty-level cuts
- Session completion Scheduled vs. completed, time-to-first-meeting, handoff health
Medical Education & CME COMING SOON
We're building Continuum to turn mentorship into a documented, credit-earning activity — with CME and CE credit tracking planned as the platform matures. Accreditation is on our roadmap and is not yet in place.
- ✓ CME & CE credit tracking (planned)
- ✓ ACGME milestone alignment for GME programs (planned)
- ✓ Competency-based assessment frameworks
- ✓ Maintenance of Certification (MOC) documentation (planned)
Preview of planned CME tracking — accreditation in development.
WHAT'S BUILT
Real product, honest scope
Continuum is a working platform built by a Duke-trained orthopedic surgeon and U.S. Navy officer. We're early — and we'd rather show you what's real than oversell.
We don't publish user counts or testimonials yet — early-pilot users will be the ones telling that story. If you want to be one of the first, see Contact.
We're building the network we needed.
Continuum is in early access. The first cohort of mentors is being recruited one at a time — recently-matched residents, fellowship-trained physicians, nurse leaders, and pharmacists who remember the specific moments where the right call from the right person made the difference. If that's you, we want to talk.
Become a Founding Mentor
Founding mentors carry the permanent ★ Founding Mentor badge with their cohort label on every profile and match card. We're hand-recruiting the first wave from the people closest to the work — recent matches, residency-class peers, and attending mentors we trust personally.
Become a Founding Mentor →Built by Baker Mills, a Duke-trained orthopedic surgeon and U.S. Navy officer. We're not yet showing other mentor profiles publicly — the founding cohort will be the ones to tell that story when they're ready.
The best clinicians
never stop growing.
Whether you're a first-year PT student or a CNO — a surgery resident or a clinical pharmacist — Continuum Health AI helps you find mentors who've walked your path, build structured development plans, and take ownership of your career at every stage.