Private beta

Malleus

Better feedback for your medical-school application essays. Your story stays yours.

Malleus is an experimental VMBARS tool for medical-school applicants who want sharper, more useful feedback without handing authorship over to AI. It helps clarify what you are trying to say, strengthen structure and evidence, identify gaps and repetition, and preserve the experiences and voice that are actually yours.

How it works
01

Bring the prompt and constraints.

Share the essay prompt, word or character limit, and where you are in the process.

02

Share your draft or notes.

Malleus can work from a draft, outline, or notes. It should never invent experiences, motivations, accomplishments, or reflections.

03

Add relevant context.

Where useful, provide a CV, prior essays, activity descriptions, biography, notes, or other material that helps Malleus understand you rather than treating the essay in isolation.

04

Get structured feedback.

Malleus looks at story, structure, specificity, evidence, redundancy, clarity, fit to the prompt, and what may be missing. Feedback prioritizes the highest-yield changes first.

05

Revise and repeat.

Return with a new draft to see what improved, what remains unresolved, and what changed.

What Malleus looks for

Story and structure

Specificity and evidence

Fit to the prompt

Gaps and repetition

Clarity and voice

A deliberate boundary

Feedback without handing over authorship.

Malleus is not a ghostwriter. It should not fabricate, embellish, or silently replace your voice with generic AI prose. Sample language, when offered, is illustrative rather than presented as your final answer.

Private beta

Free while we learn from real use.

Malleus is currently free in private beta. In return, we ask testers for candid feedback about what helped, what did not, what felt generic or inaccurate, and what they actually used in a revision.

Request beta access

Tell us where you are in the process.

The test group is intentionally small. A request does not guarantee access, but the context helps us route the right applicants into the current learning cycle.

Fields marked * are required. Do not paste an essay, statement, patient information, or other sensitive records into this form.

VMBARS stores the information in this request in its private beta inbox to review your request, manage access, and learn from the beta. The current prototype runs through ChatGPT; essay materials shared there are handled through that platform, not this website form. Review OpenAI’s privacy policy. To ask VMBARS to delete your beta-request information, email connect@vmbars.com.

FAQ
Where does the current beta run?

The current prototype runs through ChatGPT. Access instructions will explain how to use it and where to share application materials.

Does VMBARS store my essay through this website?

No. This request form stores only the intake information you provide here. Do not paste your essay or other sensitive material into the form.

Will Malleus write the statement for me?

No. It is designed to provide structured feedback while keeping authorship and final judgment with you.

How can I ask for my request information to be deleted?

Email connect@vmbars.com from the address used for your request.

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