Most people who don't get in fail the screening, not the CV. Five minutes here first: How to pass the micro1 AI interview with Zara.
What the work is
Role Title:211 Specialist
Role Type: Contractor
Time Commitment: 10-20 hours/week, short-term project
micro1 is looking for 211 Specialists to help evaluate and improve AI systems on government services topics. You’ll use your experience answering the public to check that questions sound like real callers and that answers would actually help them. Accuracy comes first. No AI experience is needed; your domain knowledge is what matters.
Scope of Work
- Review sample questions and flag any that don’t sound like what real callers ask.
- Write rubrics that define a correct, complete answer, including the right referrals and next steps for the caller.
- Evaluate AI-generated answers against your rubrics, flagging errors, omissions, outdated guidance, and answers that wouldn’t help a real caller.
- Share clear written feedback with the project team, working asynchronously.
Who gets hired
- Experience as a 211 Specialist, Information & Referral Specialist, or Benefits Navigator, answering public questions about government services
- 1+ years of regular, high-volume public contact (phone, chat, or in person)
- Working knowledge of public benefits and community resources
- US-based
- Able to start quickly and commit 10-20 hours/week
- Clear, precise writing
Nice to Have
- Experience with crisis intervention or needs assessment
- Experience using community resource databases
- Experience creating guides, scripts, or training materials
- Experience helping a diverse range of callers, including rural and Spanish-speaking communities
The platform posted this on 12 Oct 2026.