Tech

AI training companies are raising billions to get humans to teach chatbots. Here are the startups cashing in.

A robot hand reaching towards a human one in the style of Michelangelo's The Creation of Adam
Human trainers are in strong demand for teaching AI chatbots. Tyler Le/Business Insider
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Artificial intelligence was supposed to replace humans. Instead, it's making them more valuable than ever.

Workers can earn up to $100 an hour as meme specialists training xAI's chatbot Grok to decode internet culture or make similar rates teaching it everything from Japanese to finance.

xAI, Anthropic, Google, and other AI giants are hungrier than ever for these human AI trainers, who are typically gig workers that do things like rewrite chatbot responses.

Startups connecting these humans to AI labs are raising at soaring valuations and even minting some of America's youngest billionaires. Surge AI CEO Edwin Chen, 37, is worth $18 billion, while Scale AI's cofounders Alexandr Wang, 28, and Lucy Guo, 30, are worth $3.2 billion and $1.3 billion, respectively, according to Forbes. The three co-founders of Mercor, which is reportedly raising funds at an over $10 billion valuation, are all 22.

Ali Ansari, CEO of "human data" startup Micro1 — which announced it raised at a $500 million valuation earlier this month — predicts demand will grow 10 to 20 times in the coming years as fields like robotics boom. Ansari isn't worried about these AI trainers automating themselves out of work anytime soon: human laws and expertise, he says, are always evolving.

Whether the boom proves sustainable or not, right now it's bigger than ever. To make better sense of it, Business Insider compiled this list of the companies riding the wave, detailing their latest valuations, fundraises, and specialties.

Scale AI

Scale AI interim CEO Jason Droege
Scale AI interim CEO Jason Droege. Randy Risling/Toronto Star via Getty Images

Based in San Francisco and founded in 2016, Scale AI is the best-known of the AI training startups — especially after Meta bought 49% of it for $14.3 billion this summer, recruiting its CEO, Alexandr Wang, for its superintelligence team. This triggered an exodus of customers like Google, with the startup later overseeing layoffs. Scale AI still commands one of the largest workforces in the sector, with over 300,000 gig workers across its Outlier and Remotasks platforms, and says it's pivoting to enterprise and military deals. As of July, it's unprofitable, Business Insider previously reported.

Surge AI

Surge AI CEO Edwin Chen.
Surge AI CEO Edwin Chen. Surge AI

Once under the radar, San Francisco-based Surge AI has made headlines for saying it was able to hit $1.2 billion in revenue last year without raising any venture capital funding. The result? Its founder and CEO, Edwin Chen, who owns a 75% stake in the company, is now worth a whopping $18 billion, Forbes reported, pegging his company's current valuation at $24 billion. That could go even higher if the startup closes a billion-dollar fundraising round at a $30 billion valuation, per Forbes. Surge AI, which was founded in 2020, runs the gig platform Data Annotation, where it says it pays 1 million gig workers to train AI models and touts rates of over $40 an hour. A spokesperson added that some specialists can make over $200 an hour. Surge AI's customers include Anthropic.

Mercor

Brendan Foody
Mercor CEO Brendan Foody. Phillip Faraone/Getty Images for Breakthrough Prize

Founded in 2023, San Francisco-based Mercor uses AI interviews to match people to specific AI training gigs. In a podcast released earlier this month, Mercor's 22-year-old CEO and cofounder, Brendan Foody, said the company pays contractors an average of $95 an hour. It is in talks to raise at a $10 billion valuation, according to a source familiar with the matter.

Handshake

Handshake CEO Garrett Lord
Handshake CEO Garrett Lord Handshake

The popular Gen Z job search platform expanded into AI training earlier this year after its CEO, Garrett Lord, noticed frontier labs' demand for human trainers in areas like accounting, law, and medicine, and STEM. Workers on Handshake can make $75 to $175 an hour as of this fall, a spokesperson told Business Insider. The company was last valued at $3.5 billion in January 2022.

Turing

Turing CEO Jonathan Siddharth
Turing CEO Jonathan Siddharth. Turing

Turing focuses more on coding and technical talent than its competitors, connecting software engineers to top AI labs like Anthropic and Google's Gemini team. Based in San Francisco and founded in 2018, Turing raised $111 million at a $2.2 billion valuation, it announced in June. It tripled its annual revenue runrate to $300 million last year and is profitable, it said in a press release.

Invisible Technologies

Invisible Technologies CEO Matt Fitzpatrick
Invisible Technologies CEO Matt Fitzpatrick. Invisible Technologies

Founded in 2015, this startup was early to the AI boom, with its major claim to fame being that it helped OpenAI train the original ChatGPT. Invisible offers foundational AI companies a marketplace of human trainers they can choose from to improve their AI models, along with other enterprise AI solutions. It announced a $100 million fundraise this month, valuing it at over $2 billion. Invisible laid off dozens of contractors in 2023, Business Insider previously reported, in the months after OpenAI released ChatGPT.

Snorkel AI

Snorkel AI's founders Paroma Varma, Branden Hancock, Alexander Ratner, and Henry Ehrenberg (from left to right.)
Snorkel AI founders Paroma Varma, Braden Hancock, Alexander Ratner, and Henry Ehrenberg (from left to right). Snorkel AI

Spun out of Stanford University, Snorkel AI creates datasets validated by people in fields ranging from STEM to the humanities. It touts partners like Google, Mistral, and Anthropic on its website and creates tests where AI companies can figure out whose chatbot is better. Snorkel AI is based in Silicon Valley and was founded in 2019. It raised $100 million in Series D funding at a $1.3 billion valuation in May, it announced. Snorkel cut 13% of its workforce earlier this month.

Labelbox

Labelbox CEO Manu Sharma.
Labelbox CEO Manu Sharma. Labelbox

Labelbox is best-known for its gig work site Alignerr. Its CEO Manu Sharma told Forbes the company is "basically a unicorn" — meaning it's valued at around $1 billion — for its $110 million Series D back in 2022. Labelbox mentions customers like Google Cloud and Walmart on its website, while Alignerr touts rates of $20 to $120 an hour online.

Micro1

Micro1 CEO Ali Ansari
Micro1 CEO Ali Ansari. Micro1

Micro1 connects AI labs to human trainers through an AI interview service. Founded in 2022 and based in Silicon Valley, Micro1 announced it raised $35 million in Series A funding at a $500 million valuation this month. It has hit over $60 million in annual revenue, its founder and CEO, Ali Ansari, told Business Insider. Its customers include Microsoft and other Big Tech companies, Ansari added.

Appen

Appen's CEO Ryan Kolln headshot
Appen CEO Ryan Kolln. Appen

One of the oldest players in the data labelling game, Appen was founded in 1996 in Sydney to train voice recognition technologies. The company has since expanded its AI training operations to 170 countries and is publicly traded in Australia. It counts Meta, Nvidia, and Salesforce as some of its Big Tech partners and says it has amassed over 1 million contractors. The company is worth about $150 million, and its stock is down over 70% so far this year. A spokesperson told Business Insider that Appen is potentially significantly undervalued thanks to high China revenues.

GlobalLogic

FILE PHOTO: A logo of Hitachi Ltd. is pictured at CEATEC (Combined Exhibition of Advanced Technologies) JAPAN 2016 at the Makuhari Messe in Chiba, Japan, October 3, 2016.   REUTERS/Toru Hanai/File Photo
GlobalLogic is owned by Japanese conglomerate Hitachi. Thomson Reuters

GlobalLogic is a subsidiary of Japanese conglomerate Hitachi. It provides AI trainers to tech companies like Google, Wired reported, recently laying off 200 of them. Hitachi bought GlobalLogic for $9.6 billion in 2021.

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Charles Rollet
Charles Rollet is Business Insider's tech correspondent in San Francisco, where he focuses on breaking major news about the AI industry. In 2025, he led an investigation which revealed that Scale AI had inadvertently exposed confidential data about its workers and clients. In 2026, he was the first to break the news that Meta had halted a controversial keystroke tracking program.Prior to joining BI, Charles worked at TechCrunch covering startups and VC in San Francisco. Before that, he was based in Southeast Asia for a decade, where his work won a Gerald Loeb award and was nominated for a Society of Publishers in Asia award. His reporting on the surveillance industry led to US human rights sanctions on five Chinese security camera manufacturers.Charles is especially interested in how frontier AI models are built and trained. He has a master's degree in business reporting from NYU and a bachelor's degree in history from Northwestern.You can contact Charles securely on Signal at charlesrollet.12 or +1-628-282-2811. Charles keeps sources anonymous. Please use a non-work device to reach out.
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Shubhangi Goel
Shuby is a senior reporter at Business Insider's Singapore bureau, where she writes about tech, with a focus on AI training and vibe-coding startups.She previously interned for Bloomberg News and CNBC. She studied communications and business at the National University of Singapore. In 2026, she won the Singapore Press Club Tech Journalism Award for her work on the hidden human cost of Meta's chatbot training program and an exposé on the black market for AI gig-work accounts.Have a tip? Contact her via email at sgoel@insider.com or on secure messaging app Signal at @shuby.85. We can keep sources anonymous.