White Coat World is free for students and always will be. Departments partner with us for what students can't give you on their own: real faculty review at scale, curriculum integration, and a living picture of where your pre-health students actually end up.
You advise hundreds of pre-health students, but the moment they graduate they scatter — and the outcome data that proves your program works walks out the door with them. Alumni surveys go unanswered. Advising doesn't scale past office hours. And the students who need the most guidance are often the ones who never ask for it.
White Coat World was built for the student first — which is exactly why it solves the department's problem. Students stay because it's genuinely useful and genuinely free, and that sustained engagement is what finally gives your department the reach and the data it has always lacked.
FERPA
Aligned by design — consent-gated visibility
Per-tenant
AI provider seam — pin your approved vendor
$0
Cost to your students, always
Why a department can endorse this
Four things we enforce in code rather than promise in a policy document. Each one also states where it stops — because a guarantee a reviewer can puncture is worth less than no guarantee at all.
We never write a student’s essay
Instructed in the prompt, and checked on the model’s output before a student ever sees it.
Hours confirmed by the supervisor
One click, no account. Editing the hours voids the badge. Reported separately from self-reported.
School-fit verdicts are auditable math
Computed in code from published data; the AI only writes the explanation, and is overruled if it disagrees.
We do not train models on student work
Identifying details stripped before anything reaches a model. No ads, no data sold.
Most departments lose track of students the moment they graduate. Because students keep using White Coat World through the application cycle and into their programs — and the ones who get in come back as mentors for the students behind them — your alumni stay engaged and reachable, and your department gets a living view of where your pre-health students actually land: the outcome reporting accreditors and deans keep asking for — exportable as a printable report you can take into a budget or accreditation meeting.
Ask your questions through a survey channel built into the feed students use every day, instead of an email blast they ignore. Departments post surveys to the students and alumni they want to hear from, so the responses you have always struggled to collect arrive in the one place students actually show up. A ready-made application-outcomes instrument is built in, so the annual report is a few clicks rather than a form written from scratch.
The writing coach cannot hand a student a sentence to paste into their application — the rule is checked on the model’s output, not just requested in its instructions. The analysis that flags clichés and vague claims is deterministic logic, not a model, so the same essay always gets the same read. See The Integrity Guarantee above.
Students can have their hours confirmed by the supervisor who actually oversaw them — one click, no account on the supervisor’s side — and your dashboard reports those separately from the hours nobody checked. It is the difference between what students say and what someone verified.
No new system for students to adopt on their own. White Coat World integrates into an existing intro-biology or pre-health orientation course as structured assignments, so adoption is built into the curriculum instead of left to chance.
Faculty view the students who have consented to share, and annotate their actual application work — essays, experiences, school lists — inside a dedicated portal. A built-in mentoring inbox lets them accept student mentoring requests too, so advising and mentorship live in one place and your faculty’s expertise reaches more students without more office hours.
FERPA-aligned by design: students consent before any faculty visibility, row-level security on every record, and encryption in transit and at rest. The AI layer has a per-institution provider seam, so a department that requires Microsoft Azure or another approved vendor can be pinned to it — and if that vendor is not configured, the request fails rather than silently routing through Google. Azure support is written and ready to configure; we would validate it against your tenant during onboarding rather than claim it as proven today.
We never charge students and never run ads. That is the point: the institution funds the platform, students trust it, and that trust is exactly what keeps them engaged long enough to generate the outcomes your department reports on.
We start with a single department and a single course, prove the outcomes, and grow from there. No school-wide rip-and-replace, no student fees, no data sold. Your students get a tool that's on their side, and your department gets the reach and the evidence it has never had.
Free for students. Funded by the institution. Aligned with both.
Yes, by design. A student’s work is never visible to faculty until that student consents to share it. Every record is protected by row-level security, and data is encrypted in transit and at rest. On AI specifically, the platform is built with a per-institution provider seam: your department can be pinned to a required vendor such as Microsoft Azure, and if that vendor is not configured the request fails rather than quietly falling back to Google. To be straight with you about maturity — the Azure path is written and ready to configure, but it has not yet run in production, because no institution has required it yet. We would validate it against your tenant during onboarding rather than ask you to take it on faith.
No, and this is enforced rather than requested. The coach is instructed never to produce a sentence a student could paste in, and — because an instruction is not an enforcement — every response is inspected before it reaches the student. If it contains drafted first-person prose it is discarded and regenerated, and if it fails twice the student gets an explanation instead of an essay. Being straight about the limit: this governs our tool, not what a student pastes in from elsewhere. No product can prevent that, and we would be sceptical of one claiming to. Full detail, including where each promise stops, is on our Integrity Guarantee page.
Students never pay and never see ads — that is fundamental to the model. The institution funds the platform. We scope pricing per department rather than school-wide, and we start with a single course so you can prove the value before expanding. We will walk through pricing for your specific department on a call.
It drops into a course you already teach — typically an intro-biology or pre-health orientation course — as structured assignments. There is no separate system for students to discover and adopt on their own, which is exactly why adoption is built in rather than left to chance.
Because it lives inside an existing course as coursework, students engage from day one. And because the tool is genuinely useful and free, they keep using it through the application cycle and beyond — which is what turns it into a source of ongoing outcome data rather than a one-time login.
We never sell student data and never run ads. Students can export or delete everything from their settings at any time. Your department gets reporting on the students who have consented to share; the students retain control of their own records.
A 30-minute walkthrough is the fastest way to see the faculty portal, the outcome reporting, and how it fits your existing curriculum.
