What AI Companies Are Paying People to Teach Their Models, and What It Signals
By Artificial Jobs · Published · Data updated
AI companies have 19,921 open seats for people to train their models, spread across 329 roles on micro1 as of November 2026. Job listings are a purchase order: each one says what kind of human knowledge a lab is willing to pay for right now. Read that way, the listings say a lot about where AI is headed and which kinds of work it is learning next.
Five things stand out.
1. The biggest share of the demand is for recording everyday life
The biggest single category isn’t experts. It’s people with a phone or a camera. 16 roles ask for video recorders, vloggers and photo contributors, with 9,576 openings between them: 48% of every open seat. Pay is low, a median of $15/hr. Listings include at-home and at-work video recording, car-mounted 360° cameras, and first-person footage shot on GoPro or Insta360 cameras.
What it signals: labs appear to be collecting first-person footage of ordinary human activity at scale. That is the raw material for robots and “world models” that need to understand how people move through homes, workplaces and streets. Text data is largely spoken for. Footage of real life is the new frontier.
If you have a camera and some time: Video Data Annotation Specialist ($8–$10/hr), At-Home Video Recorder ($15/hr), At-Home Video Recorder (LATAM) ($6/hr).
2. Where the seats are vs. where the money is
The market splits in two. A few fields offer thousands of low-paid seats, and others offer a handful of seats at professional rates.
| Field | Roles | Openings | Median top rate |
|---|---|---|---|
| Robotics | 13 | 7,551 | $30/hr |
| Generalist | 19 | 2,458 | $36/hr |
| Software Engineering | 32 | 2,409 | $100/hr |
| Law | 54 | 2,014 | $170/hr |
| Specialist | 66 | 1,178 | $80/hr |
| Medicine | 22 | 1,031 | $115/hr |
| Science & Research | 24 | 980 | $200/hr |
| Applied Engineering | 14 | 555 | $90/hr |
| AI & Machine Learning | 14 | 443 | $120/hr |
| Languages & Audio | 16 | 361 | $30/hr |
What it signals: labs need volume and judgment, and pay very differently for each. Volume work (recording, labeling, generalist tasks) is priced like gig work. Judgment, meaning whether an answer is legally sound, medically safe or scientifically right, is priced like consulting.
3. Legal AI is being trained one practice area at a time
Law has 54 open roles with a median top rate of $170/hr, up to $400/hr. They aren’t generic “lawyer” roles. Each listing names a specialty: Bankruptcy, Commercial, FDA & Regulatory Compliance, Litigation, Structured Finance, Junior Transactional, Product Safety & Regulatory Compliance, Civil Rights and more.
What it signals: legal AI is moving past general contract review into specialist practice areas. The tasks that need a specialist attorney today are the ones labs are paying to teach their models.
If you’re an attorney: Energy Regulatory Counsel ($140–$400/hr), Gaming/Gambling Regulatory Attorney ($140–$400/hr), Consumer Product Safety Attorney ($140–$400/hr). See all law roles.
4. Military and defense experience is in demand
14 roles ask for military or defense backgrounds, including Military Legal Advisor, Veterans Service Officer, Human Intelligence Collector (HUMINT), Special Forces Operator, VA Eligibility Specialist.
What it signals: defense and national-security AI is a growing buyer of expert training data. Veterans have skills that are hard to find anywhere else.
If you’ve served: Military Law Attorney ($140–$400/hr), Military Legal Advisor ($70–$120/hr), Combat Arms & Targeting SME ($60–$110/hr).
5. Healthcare AI is going after the paperwork
Physician and nursing roles (13 open) get the attention, but 10 roles are for medical coders, Medicare enrollment specialists and benefits counselors.
What it signals: the near-term target for AI in healthcare isn’t only diagnosis. It’s billing, coding and benefits navigation: high-volume, rules-heavy work where mistakes cost money.
If you work in medical coding or benefits: Certified Inpatient Medical Coder ($50–$70/hr), Inpatient Medical Coder ($50–$70/hr), Certified Inpatient Coder ($50–$70/hr).
If you’re a clinician: US-Licensed Physician ($80–$125/hr), Physician AI Trainer – Hospital Medicine ($80–$125/hr), Locum Tenens Hospitalist ($80–$125/hr).
Also worth noting: aviation
Pilots and air traffic controllers are being recruited too: Aviation Subject Matter Expert - Commercial Pilot / Flight Ops ($60–$100/hr), Air Traffic Controller ($30–$50/hr), Aircraft Pilot ($30–$50/hr).
What this means if you’re outside the market
- The jobs AI is learning are the ones labs are paying experts to explain. Specialist law, clinical judgment, defense analysis and medical coding are on the list now.
- Physical-world data is the next bottleneck. Footage of everyday life is being bought in bulk, which points at robotics.
- Expertise is currently a sellable asset. If you hold a license, a PhD or rare field experience, labs will pay professional rates to learn from you while they still need to.
Source: every open role in micro1’s public job feed, refreshed daily (329 roles as of November 2026). “Openings” is the number of seats micro1 lists for each role, not confirmed hires. Some roles don’t list pay. This covers one platform, so other platforms such as Mercor may show a different mix. The “what it signals” sections are our reading of the data, not statements from the labs.