Case Manager Expert

Licensed case managers to build the care coordination scenarios frontier AI labs use to test model judgment. Remote, async, paid weekly.

AfterQuery builds the expert evaluation data that frontier AI labs use to measure and improve their models. We're hiring licensed case managers as contractors to author and grade the care coordination scenarios those evaluations run on.

What you'll actually do

• Author realistic care coordination scenarios from admission through post acute placement

• Write reference answers with the reasoning behind each level of care call

• Grade model output for clinical appropriateness and benefit accuracy

• Flag plans that read fine but would strand the patient or trigger a denial

Who this is for

• Active RN or LCSW license, or CCM certification

• 2+ years of case management experience in a hospital, payer, or community setting

• Depth in discharge planning, utilization review, or complex care coordination

• You can write care plan reasoning clearly enough for another case manager to follow it

Contract and pay

• $70 to $115/hr , paid weekly via Stripe. Your rate is set from your experience, not negotiated down after you start.

• Fully remote, fully async. No fixed hours.

• Minimum 10 hours per week, no maximum. Scale up or down week to week.

• No screen recording, no keystroke monitoring, no idle timers.

• Independent contractor. Ongoing project work rather than single task batches.

How our hiring process works

• Apply at /apply/case-manager-expert. About five minutes. Resume plus a few structured questions.

• Resume review. Every application gets read against a published rubric and gets a decision.

• Written assessment. You may be asked to take a written assessment for further placement.

• Onboarding. Sign the contractor agreement, connect Stripe, and get platform access.

• Project match. You're matched to live work in your specialty, usually within a week of onboarding.

About AfterQuery

AfterQuery is an expert data lab. We build the evaluation and training data that frontier AI labs use to measure what their models can and can't do in real professional work. Our contributors are practicing professionals, not annotators, and the work is credited, reviewed, and paid at professional rates.

Responsibilities - Author realistic care coordination scenarios from admission through post acute placement - Write reference answers with the reasoning behind each level of care call - Grade model output for clinical appropriateness and benefit accuracy - Flag plans that read fine but would strand the patient or trigger a denial

Required qualifications - Active RN or LCSW license, or CCM certification - 2+ years of case management experience in a hospital, payer, or community setting - Depth in discharge planning, utilization review, or complex care coordination - Clear written English for documenting care plans and level of care decisions - Able to commit at least 10 hours per week

Preferred qualifications - CCM or ACM certification - InterQual or MCG criteria experience - Payer side utilization management or appeals experience

Why apply - $70 to $115/hr, paid hourly via Stripe - 100% remote and fully async with no caseload and no on call - Shape how frontier models reason about care coordination - Ongoing project work with hours you set each week