Ask someone what kinds of experts AI labs hire and you'll hear the obvious ones — doctors, lawyers, PhDs in math and physics, senior software engineers. All true. But scroll the actual job boards in 2026 and you'll find a much weirder catalog. AfterQuery, Mercor, micro1, and others are actively recruiting concierges, COBOL programmers, recreation workers, private investigators, and order clerks — because the AI models trying to do everything need to learn from people who can actually do everything.
Here are 13 surprising roles open right now that exist specifically because foundation models need humans-in-the-loop for parts of the economy nobody thinks of when they hear "AI training."
1. Concierge Expert
Hotels, residences, corporate concierges, even cruise-ship concierges — labs need humans who know how the service-economy actually flows. What does "discreetly handle a guest's request" mean in practice? How do you read a tense interaction across a front desk? Concierge professionals shape how AI assistants handle hospitality, scheduling, and high-touch customer interactions. Open role at AfterQuery →
2. Counter and Rental Clerk Expert
Car rental counters, equipment rental, video / DVD counter work (yes, in 2026 there are still niches), retail counter staff — the people who handle quick transactional interactions all day. Labs use them to train AI on point-of-sale workflows, rental-contract edge cases, and customer hand-offs. Open role at AfterQuery →
3. Recreation Worker Expert
Camp directors, fitness program managers, community-rec coordinators. The work involves group dynamics, safety protocols under field conditions, and on-the-fly judgment about kids, vulnerable adults, and outdoor environments. AI agents being trained to help families plan trips, recommend activities, or staff summer programs are learning from these folks. Open role at AfterQuery →
4. COBOL Expert
Yes — COBOL, in 2026. The reason: there are still hundreds of billions of lines of COBOL running banking, insurance, and federal-government systems, and the labs training code-generation models want them to be able to read, modify, and explain it. COBOL devs are some of the highest-paid AI-training contributors in this category because the supply is tiny. Open role at AfterQuery →
5. Private Investigator Expert
Licensed PIs with field experience — surveillance, public-records research, witness interviews, courtroom-grade documentation. Labs use them to train AI agents on information-gathering with legal limits, OSINT methodology, and how to write reports that survive cross-examination. Open role at AfterQuery →
6. Producer and Director Expert
Film and TV producers, line producers, indie directors — the people who make the dozens of micro-decisions per shooting day that turn a script into a watchable scene. Highly valuable to labs building video-generation and creative-direction agents. Open role at AfterQuery →
7. Audio and Video Technician Expert
Live-sound engineers, broadcast video techs, recording-studio operators. The work involves real-time decisions under signal constraints, equipment troubleshooting, and on-set workflows. Labs hire AV techs as the multimedia generation models scale up. Steady part-time gigs in the $40–$70/hr range. Open role at AfterQuery →
8. Behavioral Economist Expert
Academic and applied behavioral economists — choice architecture, decision biases, applied experiments. Labs building AI advisors for financial, health, and lifestyle decisions are paying for this expertise because the standard rational-actor models miss how humans actually decide. Open role at AfterQuery →
9. High School Teacher (Curriculum & Assessment)
K-12 educators with classroom experience, curriculum designers, and assessment specialists. Labs use them to train AI tutors, evaluate model outputs against age-appropriate pedagogy, and build educational-content generation systems that pass real classroom standards. Open role at AfterQuery →
10. Compliance Officer Expert
Corporate compliance, AML/KYC officers, regulatory-affairs pros, internal auditors. The training data shapes how AI handles risk classification, regulatory citations, and monitoring workflows. Heavily recruited across finance, health, and platform-policy domains. Open role at AfterQuery →
11. Forensic Accounting Expert
CPAs and CFEs (Certified Fraud Examiners) with case work in embezzlement, financial-statement fraud, litigation support, and asset tracing. AI agents being trained for audit and compliance work need humans who can spot the patterns nobody meant to leave behind. Open role at AfterQuery →
12. Order Clerk Expert
Order intake, validation, and fulfillment workflow specialists — distribution, B2B sales operations, restaurant chain ordering, healthcare supply ordering. Labs need them to train agents on transaction processing across messy real-world systems. Open role at AfterQuery →
13. Law Enforcement Supervisor Expert
Sergeants, lieutenants, watch commanders. The work involves oversight decisions, incident-response coordination, and documentation that holds up in administrative review. Labs building agents that handle dispatch, incident summary, and body-cam transcription want supervisor-level judgment in the training set. Open role at AfterQuery →
What this tells you
The pattern that runs through all 13 — these aren't generic "data labelers." Each role exists because a specific class of AI agent needs to learn how something niche actually works in the wild. As model capability fans out beyond chat, the catalog of expert backgrounds the labs are willing to pay for expands roughly as fast.
For the obvious-credential side of the market — physicians, attorneys, software engineers — see our doctors guide, lawyers guide, and engineers guide. If you've got an unusual or niche background and want to know whether it's hireable, scan the live AfterQuery listings on the homepage — the catalog churns weekly and new role types appear regularly.
Pay across all 13 unusual roles above tends to land in the $40–$110/hr range — competitive with the obvious-credential tracks, especially for backgrounds that are genuinely rare (COBOL, forensic accounting, behavioral econ). For the broader pay landscape, see our pay breakdown and four-way platform roundup.