Brook Hansen labels data for AI companies and earns a couple hundred dollars a week. Anu Brixey, a radiologist, earns that amount in one hour doing similar work, Bloomberg Law reported Oct. 16, 20261. Civil rights attorneys bill up to $400 an hour for the same labor, and condensed matter physicists earn $1701. Software engineers earn up to $120 an hour, while the data-training platform Mercor pays $110 an hour on average1. Amazon's Mechanical Turk, the older version of this market, shut down after 21 years, Bloomberg Law reported in the same piece1.
Civil Rights Attorneys Bill AI Firms $400 an Hour to Train Models, Nearly Four Times Mercor's Average
Hourly pay reported for AI data-training work, by worker type, Bloomberg Law, Oct. 16, 2026
Each bar is one kind of worker doing AI data-training work; the bar's length is the hourly rate that worker type reported earning.
Source: Bloomberg Law [1]. Chart by The AILately.com Desk.
The numbers behind this chart
| Item | Value |
|---|---|
| Civil rights attorneys | $400/hr |
| Condensed matter physicists | $170/hr |
| Software engineers | $120/hr |
| Mercor platform average | $110/hr |
Read that gap the easy way. AI needs real expertise, so it pays real experts well. That reading stops at the small group of workers who hold a rare credential, such as a medical license or a law degree.
Museums met new technology before this one. Recorded audio guides arrived decades ago, and the staff who greet visitors at the door kept doing it anyway. The AI version of that technology wants more from the room than a recording ever did.
Museum guides carry a different kind of expertise. They study a collection for years, then explain it in the room, person to person. Their expertise now trains the same AI systems the attorneys and radiologists feed. Pay for that work stayed flat while the premium formed elsewhere.
Crystal Bridges Museum of American Art runs a chatbot named Ask Rosie that answers visitor questions about its collection. Visitors reach it through the museum's own website, apart from any staffed desk. Rod Bigelow directs the museum. He told The Art Newspaper in September 2026 that the technology extends what his staff can already do. "The work with AI is about engagement, information-sharing and extending limited resources' impact," Bigelow said2.
Museums moved fast on that promise. UNESCO and the International Council of Museums surveyed museums in September 2026. More than 400 museums across 90 countries answered. 57 percent already use AI in some part of their work4.
57 Percent of Museums Already Use AI, and Just 17 Percent Train Staff to Run It
Share of museums reporting each practice, UNESCO-ICOM survey of 400+ museums across 90 countries, as of Sept. 17, 2026
Each column is one practice the survey asked about: how many museums already use AI, how many leave their AI policy unwritten, and how many train staff to run it.
The three figures come from separate survey questions, so a museum in one bar might sit outside the others.
Source: International Council of Museums [4]. Chart by The AILately.com Desk.
The numbers behind this chart
| Item | Value |
|---|---|
| Use AI already | 57% |
| Policy unwritten | 55% |
| Train staff on AI | 17% |
Emma Sharpe guides visitors through the Canadian Museum of History in Gatineau, Quebec. The museum built a chatbot named MUSEO to answer the same questions she does. Sharpe tested it and found the machine short on her depth. "It's not going to be the same as showing up to the museum and interacting with a real human being who has taken the time to learn all these things and who really cares about the information they're giving," Sharpe said3.
Visitors side with Sharpe more than the survey numbers might suggest. The American Alliance of Museums polled 98,904 museum-goers and found 43 percent expect a human to make every piece of museum content5. 45 percent want a notice every time AI writes or builds something they see5.
Here is Rhoden's question, asked once more of a machine age. Attorneys and radiologists get paid to teach the system their trade. Guides like Sharpe teach the same system too, inside a shift that already pays below what data work pays. The difference is the check. Only one side of that transfer gets paid twice.
Bigelow is right that a small museum gets more reach from a chatbot than it could ever staff alone. Sharpe is right that the reach comes from a system trained, in part, on the depth she built over years for free. A radiologist gets a contract and a rate card for the same kind of transfer. The museum guide gets a product launch and a line in a press release instead.
The data-training economy proves expertise commands a price. Museums prove how many kinds of expertise still miss it.
Sign up for The Signal below. AI Lately's daily email tracks who gets paid for AI's work and who gets replaced by it, hire by hire. Watch which kind of expertise cashes in next.
Sources
- Morgan Meaker, "Doctors and Lawyers Are Joining AI's $400-an-Hour Gig Economy," Bloomberg Law, Oct. 16, 2026, https://news.bloomberglaw.com/esg/doctors-and-lawyers-are-joining-ais-400-an-hour-gig-economy
- Constanza Ontiveros Valdés, "AI can strengthen human connections to museums, report suggests," The Art Newspaper, Sept. 23, 2026, https://www.theartnewspaper.com/2026/09/23/ai-can-strengthen-human-connections-to-museums-report-suggests
- Michael McBean, "I tried the Canadian Museum of History's new AI chatbot. Here's what I found," Yahoo News Canada, Aug. 4, 2026, https://ca.news.yahoo.com/tried-canadian-museum-historys-ai-080044290.html
- Staff, "UNESCO and ICOM global survey finds museums embracing AI, but governance and capacity lag behind," International Council of Museums, Sept. 17, 2026, https://icom.museum/en/news/unesco-and-icom-global-survey-finds-museums-embracing-ai-but-governance-and-capacity-lag-behind/
- Diamond Alexander, "AI in Museums and Community Trust: A 2025 Annual Survey of Museum-Goers Data Story," American Alliance of Museums, March 30, 2026, https://www.aam-us.org/2026/03/30/ai-in-museums-and-community-trust-a-2025-annual-survey-of-museum-goers-data-story/