Is this job worth applying to?

Pay

Below typicalTops out at $38/hr. The typical top rate across 138 priced medical listings is $100/hr.

Getting in

Some screening~30–60 min profile + AI interview. Professional experience in your field.

Steady work

Work is patchyLong waits between tasks are common.

Payout record

Pays on timeSchedule: weekly. Paid via Not specified on the AI training page.

Freshness

FreshPosted 7d ago. Still listed on Braintrust on Nov 6, 2026.

Where you live

Named countries onlyOpen in United States.

The job description

Bring your utilization management nursing expertise to the development and evaluation of advanced AI systems. You will create realistic clinical cases, evaluate model responses and help establish clinically defensible standards within your specialty.

What You Will Do

Create challenging clinical tasks, longitudinal-chart scenarios, reference answers and evaluation rubrics focused on utilization management, prior authorization, medical necessity and payer appeals.

Synthesize fragmented records, identify contradictions and missing actions, and assess clinical reasoning, documentation quality and patient safety.

Apply structured rubrics, review specialist feedback and refine cases through calibration cycles.

What You Bring

At least 3 years of relevant professional experience, with current practice or recent practice within the last three years.

An active RN license or another recognized credential appropriate to utilization management nursing.

A relevant healthcare degree or equivalent practical experience.

Strong clinical reasoning, chart-review, documentation and written communication skills, with attention to clinically defensible conclusions and patient safety.

Ability to follow standardized rubrics, incorporate critique and work through fast-paced review and calibration cycles.

Nice to Have

Familiarity with US clinical guidelines, payer policies, regulatory requirements and healthcare workflows.

Experience with AI evaluation, clinical content or assessment development, expert review or quality improvement.

Engagement

Remote contractor project for US-based professionals, expected to last 12 weeks. Target start: November 2, 2026.

Part-time (20 hours per week) or full-time (40 hours per week), with four hours of overlap with Pacific working hours.

Selection includes an application review and assessment.

Compensation

USD 38 per hour.

How do you apply to Braintrust?

Apply on Braintrust

The Apply button opens this post on Braintrust's own site. You apply with them, not with Rubric. Budget about 30–60 min profile + AI interview.

Get through screening

What Braintrust asks for after you apply:

Complete the AI skills interview
Browse and accept AI training tasks in your dashboard

Start work and get paid

Pay schedule: weekly. Paid via Not specified on the AI training page. You're paid for the work they hand out, not a fixed salary.

Braintrust also needs

Professional experience in your field
Complete profile

Red flags

None on record for Braintrust. A real platform never asks you to pay for training, equipment or a "starter kit".

What is Braintrust like to work for?

Freelance talent network that now also runs AI training work, matching professionals to rating, red-teaming and code-review tasks after an AI skills interview.

Advertised pay	$20–200/hr
Getting in	Some screening
Application takes	~30–60 min profile + AI interview
How you get paid	Weekly, via Not specified on the AI training page
Payout record	Pays on time
Countries	Remote and open to freelancers in many countries with pay in USD; India eligibility for AI training tasks is not confirmed.

Braintrust lists $20–45/hr for data labeling, $25–60/hr for RLHF rating and up to $200/hr for expert code review; listings average around $50/hr.