Is this job worth applying to?

Pay

About typicalTops out at $60/hr. The typical top rate across 1,713 priced listings is $70/hr.

Getting in

Some screening~30–45 min: profile + AI interview. Computer with webcam and mic for the AI interview.

Steady work

Work is patchyLong waits between tasks are common.

Payout record

Some delaysSchedule: twice a month. Paid via micro1 platform wallet (contractor payments).

Freshness

RecentPosted 9d ago. Still listed on micro1 on Nov 6, 2026.

Where you live

Open worldwideOpen worldwide.

The job description

Job Type: Contractor (~10 hours per week)

Schedule: Flexible-you choose the hours and days you work, including weekends if desired

micro1 is engaging Senior Vehicle Damage and Condition Experts to participate in a specialized project for a valued customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters.

Scope of Work

Review and analyze comprehensive vehicle evidence such as damage photos, repair estimates, condition reports, and collision scene footage.
Write detailed, professional-grade damage estimates and condition assessments, applying the standards expected of a licensed appraiser or ACTAR-certified reconstructionist.
Conduct remote accident quality audits and causation analysis, clearly documenting rationale and supporting evidence.
Evaluate and grade vehicle condition using established criteria common in fleet, auction, or OEM inspection protocols.
Deliver well-structured written explanations and verbal feedback that communicate findings with clarity and authority.
Collaborate with a project team to uphold consistency and quality in all deliverables submitted to the platform.
Adapt review methods to reflect current industry practices and maintain compliance with project guidelines.

Preferred Qualifications

5+ years of professional experience in vehicle damage appraisal, automotive claims, collision repair assessment, or fleet/auction inspection.
Expertise in auto damage estimating, vehicle inspection, and accident quality auditing.
Background as an auto damage appraiser, ACTAR-certified reconstructionist, OEM auditor, or fleet/auction inspector strongly preferred.
State adjuster license, I-CAR, or ACTAR certification considered a plus.
Exceptional written and verbal communication skills, with a focus on thorough documentation and reasoned justifications.
Strong analytical and critical thinking abilities, with an aptitude for objective evidence review and reporting.
Comfortable engaging in a remote, flexible, and independent expert contributor opportunity.

How do you apply to micro1?

Apply on micro1

The Apply button opens this post on micro1's own site. You apply with them, not with Rubric. Budget about 30–45 min: profile + AI interview.

Get through screening

What micro1 asks for after you apply:

Do the AI interview with Zara on a computer (not a phone)
Take any skill assessment and verify your identity
Wait to be matched to a project and sign the contract

Start work and get paid

Pay schedule: twice a month. Paid via micro1 platform wallet (contractor payments). You're paid for the work they hand out, not a fixed salary.

micro1 also needs

Computer with webcam and mic for the AI interview
Relevant degree or work history for expert roles

Red flags

Red flagWeeks of silence after the AI interview
Red flagContracts signed but no onboarding or tasks
Red flagProjects ending or changing scope without notice

What is micro1 like to work for?

Recruiting company that vets experts with an AI interviewer (Zara) and staffs them on contract AI-training and evaluation projects for AI labs.

Advertised pay	$15–135/hr
Getting in	Some screening
Application takes	~30–45 min: profile + AI interview
How you get paid	Twice a month, via micro1 platform wallet (contractor payments)
Payout record	Some delays
Countries	Recruits globally with heavy hiring in South Asia, Southeast Asia, Latin America and Eastern Europe; India-based applicants are eligible for many roles.

Generalist and annotation roles start around $15–30/hr; coding, STEM and law/medicine roles commonly list $40–90/hr and occasionally more.