Skip to content
Skip to content
Feedback-first GME · Built by residents

Training moves fast.Feedback should keep up.

ResiReview turns everyday teaching moments into timely, human-reviewed coaching, private growth plans, and organized evidence for program review—without forcing clinical teams through another long form.

Controlled private betaDesigned for no-PHI useHuman approval before send

The product begins with a resident need—not an administrative form: “What should I do differently next time?”

The feedback gap

The teaching moment is now.The evaluation arrives later.

Residents improve through specific observations tied to real work. But the context is often lost to delayed forms, vague comments, and review cycles that happen after the learner could have used the coaching.

Feedback that arrives after the rotation is a record. Feedback that arrives before the next case is coaching.

For residents, by residents

Built from inside residency, not around it.

ResiReview is designed for the reality that residents learn while moving: between cases, after consults, during handoffs, on rounds, and through the peers who see their work every day.

01

Ask for the feedback you need.

Request coaching on the exact moment that matters: preparation, presentation, decision-making, communication, or ownership.

02

Residents can coach residents.

Peer feedback captures the work residents see most clearly—teamwork, readiness, teaching, follow-through, and growth between shifts.

03

Sub-interns enter the same feedback culture.

Focused requests and rotation feedback give students clearer expectations, useful coaching, and a reflection-ready record of growth.

One continuous feedback loop

From clinical moment to a usable next step.

01 · Request

Name the moment before it disappears.

A resident asks for feedback on a specific skill while the clinical context is still fresh.

ResiReview

Resident feedback workspace

Request

Targeted request

Ask a question someone can actually answer.

Clinical moment

Operating room
Rounds
Consult
Presentation

Focus area

PreparationOperative planDecision-making

02 · Capture

Respond without opening another long form.

A faculty member, fellow, or resident types or dictates a quick observation between clinical responsibilities.

ResiReview

Resident feedback workspace

Capture

Quick capture

Preserve the observation while the context is fresh.

Voice or text note

Educational feedback only

“Strong understanding of the indication and anatomy. Next time, have the first three steps ready and name the decision point that would change the plan...”
PHI reminder acknowledged

03 · Refine

Use AI to improve the draft—not replace judgment.

ResiReview helps turn rough notes into specific, behavior-based coaching. The reviewer edits and approves every message.

ResiReview

Resident feedback workspace

Refine

Human-reviewed AI

Better wording. Same human judgment.

Quick note

“Good prep. Needed a clearer plan.”

Draft to review

You demonstrated a strong understanding of the indication and relevant anatomy. Before the next case, prepare a concise sequence of the first three steps and identify the decision points that would change your approach.

Edit draftApprove and send

04 · Grow

Convert one comment into a next step.

The learner can organize feedback into a private growth plan and carry selected evidence into a rotation or review packet.

ResiReview

Resident feedback workspace

Grow

Learner action

Make the next attempt different.

Growth plan

Operative preparation

1Outline the first three operative steps
2Name two decision points before the case
3Reflect after the next OR day

Organized context

Patient CareMedical KnowledgeSystems-Based PracticePractice-Based Learning

Selected feedback can later support a learner-controlled rotation packet or program review workflow.

More paths to useful coaching

Feedback should not depend on catching one person at the right time.

Residents often see the preparation, teamwork, ownership, and teaching that formal evaluators miss. ResiReview opens a direct path for resident-to-resident coaching while keeping faculty, fellows, and sub-interns inside the same coherent feedback system.

Targeted requestsPeer coachingSub-intern feedbackPrivate receiptAnonymous safeguards

Feedback network

Coaching can move with the team

Role-aware

From

Resident

To · Resident

Teamwork after call

Specific observation + next step

From

Senior resident

To · Sub-intern

Oral presentation

Ownership, structure, readiness

From

Faculty

To · Resident

Operative preparation

Human-reviewed AI-assisted draft

Psychological safety needs product rules.

Privacy defaults, appropriate anonymity options, membership approval, and aggregate thresholds help create more ways to speak without turning feedback into an unrestricted public review.

AI with a clear boundary

AI improves the draft. The reviewer owns the message.

The most useful feedback is specific, behavior-based, and actionable. ResiReview helps reviewers get there faster while preserving their voice, context, and final authority.

Rough observation

“Good job today. Be more prepared next time.”

The intent may be valid. The learner still does not know what to repeat, what to change, or what “prepared” means.

Draft for human review
Not sent

You communicated clearly during rounds and kept the team organized. Before tomorrow, prepare a one-line assessment and plan for each patient so your recommendations are more concise and actionable.

Strength namedBehavior identifiedNext step defined
EditReview complete · Send

Private growth workspace

One thread of development

Learner controlled

Feedback

Operative preparation

Specific observation received

Growth action

Prepare first three steps

Added to private plan

Reflection

Review after next case

Compare the next attempt

Rotation packet

Selected evidence, organized with intent.

Strengths
Growth areas
Selected feedback excerpts
Reflection
Next steps

Feedback becomes development

A comment should not disappear into an inbox.

Residents can turn feedback into private next steps, revisit those goals during the next clinical attempt, and select what belongs in a polished rotation or mentor-ready packet.

ACGME-style organization, without claiming endorsement.

Feedback can be organized into strengths, opportunities, next steps, and familiar competency domains so the learner and program can work from clearer evidence.

Resident-centered. Program-ready.

A better feedback culture, without turning training into surveillance.

Program leaders need evidence that feedback is happening and learners are progressing. Residents need a space where coaching remains useful, appropriately private, and connected to their own development.

Oversight

What programs can organize

Roster, invitations, and role status
Feedback request and completion signals
Threshold-protected aggregate themes
Learner-selected packets and review exports

Boundaries

What should stay protected

Recipient-private coaching content by default
Small-group detail below privacy thresholds
Unapproved AI-generated language
Clinical information outside no-PHI rules

A focused layer, not a forced migration

Keep the system of record. Fix the system of growth.

Broad GME platforms are built to manage programs. ResiReview begins with the part that still breaks: capturing better feedback in the first place and carrying it forward into learner development.

Your existing GME platform

The administrative system of record

Formal evaluations
Duty hours
Scheduling
Procedure logs
Accreditation workflows
Institutional reporting

ResiReview

The daily feedback and growth layer

RequestResidents ask for focused coaching
RespondReviewers capture observations quickly
RefineAI assists; humans approve
GrowLearners create next steps and packets

Practical questions

Clear answers before a pilot conversation.

ResiReview should earn trust through clarity: what it does, what it does not replace, how AI is bounded, and what still needs validation.

Does ResiReview replace our current GME platform?
No. The initial product is a focused feedback and growth layer. Your existing system can remain the system of record for scheduling, duty hours, evaluations, and other administrative workflows while ResiReview improves the upstream feedback loop.
Does AI write and send feedback automatically?
No. AI assistance is used to help organize and improve a reviewer’s draft. The human reviewer remains in control and reviews the message before it is sent.
Can residents give feedback to one another?
Yes. The product is designed to support direct and requested feedback across appropriate program roles, including resident-to-resident coaching, with privacy and role controls around the workflow.
What can program leaders see?
Program workflows can support rosters, requests, completion signals, aggregate themes, packets, and exports according to role. Recipient-private coaching and small-group information should remain protected by the product’s access and threshold rules.
Is the product HIPAA compliant?
The supplied product strategy does not establish a completed HIPAA, BAA, or production-compliance posture. The current launch direction is a controlled private beta under explicit no-PHI operating rules while legal, security, and compliance readiness are validated.

Private design-partner pilots

Build the feedback culture residents deserve.

Bring residents, faculty, and program leaders into one feedback loop—from the clinical moment to a specific next step and organized review evidence.

Best suited for a residency program with a coordinator champion and program leader sponsor.