Pay explorer
What does training AI actually pay?
The honest answer: it depends enormously on the work and your skills. The same hour can be worth a few dollars labeling images or a few hundred writing formal proofs. Here is the whole map.
, AITraining.jobs lists 4,377 open AI training roles; their typical pay runs $30 to $125 an hour, with a median of $40.
- RemoExperts
- Surge AI
- Babel Audio
- Aligned Labs
- Mercor
- Handshake AI
- micro1
- Alignerr
- Perle Labs
- DataAnnotation
- Scale AI Human Frontier Collective
- Headway
- Snorkel AI Expert Community
- Vals AI
- Weekday
- Edison Scientific
- Pila8
- xAI (SpaceXAI)
- Mindrift
- Elsevier Health
- Welo Data
- Vetto
- OneForma
- TransPerfect DataForce
- AITraining.jobs projects
- Anthropic
- CleverX
- Clickworker
- Datacurve (Shipd)
- DATAmundi
- Deccan AI (Soul AI)
- DiagnosUs
- dscout
- EvolutionIQ
- Hive Micro
- JazzX AI
- Limbic
- Mistral AI
- Neevo
- Outlier (Scale AI)
- Pareto AI
- Prime Intellect
- PublicAI
- Respondent
- rustLabs
- Sahara AI
- Sigma AI
- Toloka
- Twine AI
- Uber AI Solutions
- User Interviews
- Shaip (Collaborate by Shaip)
- Wirestock
- Cohere
- Appen
- Fleet AI
- PointClickCare
- Sama
- Inworld AI
- Terac
- Lifted (Upwork)
- Kastle
- Trellis
- Braintrust
- iMerit
- Remotasks
- Pasiflora AI
- TELUS Digital AI
- Invisible
- Hashlist
- Prolific
- Rise Data Labs
- Volga Partners
- Sovrano AI
- RealTrainAI
- Turing
- Anyone AI
- OpenTrain AI
- AfterQuery
- Innodata
- Claru
- SuperAnnotate (SME)
- RWS TrainAI Community
- Amazon Mechanical Turk
- Sapien
- Stellar AI
Ordered by what applying is worth, lifted by a referral boost for the platforms that pay us a referral fee; it never changes what a platform pays you.
“Typical” runs from the 25th percentile of what roles pay (the middle of each advertised range) to the 90th-percentile advertised ceiling, measured from 2,827 distinct advertised rates across 51 platforms, drawn from the 4,377 roles open now, so it includes the well-paid expert tier. Advertised rates run from $1/hr to $450/hr; both are real but neither skews the number. Every kind of work and platform below is measured the same way, from its own open roles. Live figures update every hour; other figures are compiled from public sources, each labeled by how we know it. Data last refreshed 8 Nov 2026. How we compile pay. For the findings written up as a report (highest-paying work, the pay gap, what share of roles publish a rate), read The State of AI Training Pay, or see the highest-paying platforms ranked. To turn these rates into your own number, use the earnings calculator.
By type of work
12 kinds of AI training work.
Pick the work that fits your background. Each links to a full breakdown of who hires for it and what they pay.
New to AI training work? Start with the learning guides to understand what each kind of work actually involves, who it is for, and how to begin, then come back here to compare the pay.
Law, Medicine & Finance
Credentialed professionals (physicians, attorneys, CPAs, financial analysts, consultants) evaluate model reasoning in their field. The highest-ceiling work in the industry: in 2026 the expert-data premium climbed steeply, with medical, legal, and finance specialists commanding $250–$450/hr and the rarest consulting and executive engagements reaching $500–$1,000/hr for a verifiable license and years of experience.
Live median $75/hr. Measured from 1,084 distinct advertised rates, across 40 platforms. 184 of the 1,614 open roles here state no hourly rate.
Multilingual & Localization
Provide native-language data, translation, and dialect expertise, especially for the underserved and low-resource languages frontier labs are racing to cover as they close the multilingual reasoning gap. Native fluency in an in-demand language is a genuine premium skill, not just an entry ramp for non-US workers.
Live median $35/hr. Measured from 489 distinct advertised rates, across 19 platforms. 192 of the 825 open roles here state no hourly rate.
Transcription, Audio & Speech
Transcribe, edit, and annotate recorded speech so AI models can hear and speak, or record your own voice for speech datasets. It spans accessible per-task transcription and voice recording and a fast-growing premium tier: native-language transcription, audio annotation, voice and audio evaluation, and AI-trainer sound engineering now command the top rates.
Live median $30/hr. Measured from 408 distinct advertised rates, across 21 platforms. 200 of the 612 open roles here state no hourly rate.
Coding & Software Evaluation
Review, write, and grade code so models can program: bug-finding, code-generation review, agentic-coding evaluation, and worked engineering examples. One of the best-paid categories for people with real software experience.
Live median $60/hr. Measured from 209 distinct advertised rates, across 18 platforms. 44 of the 327 open roles here state no hourly rate.
Math & STEM
Author and verify advanced math, physics, chemistry, and biology problems, including formal proofs. Rare expertise (formal-proof mathematics, physics PhDs) sits at the very top of the pay scale on several platforms.
Live median $40/hr. Measured from 200 distinct advertised rates, across 18 platforms. 16 of the 237 open roles here state no hourly rate.
Data Annotation & Labeling
Annotate and label images, video, LiDAR point clouds, and text so models can perceive and categorize the world. Data annotation is the most accessible entry point into AI training, though the simplest labeling is increasingly automated by AI pre-labeling, so pay stays geography-priced with a real floor while budgets shift toward verifiable expert work.
Live median $30/hr. Measured from 116 distinct advertised rates, across 18 platforms. 63 of the 233 open roles here state no hourly rate.
Agentic Tasks & RL Environments
Build and grade the interactive tasks and reinforcement-learning environments that agentic models train against: author multi-step tool-use scenarios, annotate agent trajectories and reasoning traces, and design verifiable-reward graders. This is the 2026 frontier of AI-training work and one of the best-paid, because it needs real domain judgment rather than volume.
Live median $50/hr. Measured from 74 distinct advertised rates, across 14 platforms. 27 of the 146 open roles here state no hourly rate.
AI Evaluation & Rating (RLHF)
Rate, rank, and compare model responses so a model learns which answers are better. The backbone of modern alignment work, and an increasingly tiered one: routine rating is commoditizing while the premium moves to credentialed expert evaluation and reinforcement-learning reward signals.
Live median $35/hr. Measured from 100 distinct advertised rates, across 23 platforms. 32 of the 143 open roles here state no hourly rate.
Robotics & Physical-AI Data
Generate and annotate the data that teaches robots and embodied AI to act in the physical world: label robot and egocentric video, annotate vision-language-action (VLA) demonstrations, collect teleoperation and manipulation data, and quality-check robot-perception datasets. This is the newest frontier of AI-training work, growing fast as humanoid and physical-AI labs race to close the real-world data gap that text and images cannot fill.
Red-Teaming & AI Safety
Adversarially probe models to find unsafe, biased, or wrong behavior before release. Blends security, domain, and creative skills; pays a premium over generalist rating.
Live median $50/hr. Measured from 59 distinct advertised rates, across 12 platforms. 8 of the 81 open roles here state no hourly rate.
Writing & Content
Write prompts, craft reference answers, and create or edit content that teaches models to write well. A strong fit for professional writers and educated generalists.
Live median $60/hr. Measured from 19 distinct advertised rates, across 6 platforms. 6 of the 33 open roles here state no hourly rate.
Research Studies & Surveys
Take part in surveys, experiments, and human-preference studies that generate research and evaluation data. Two tiers: low-barrier consumer surveys are flexible supplemental income, while professional and expert panels (B2B interviews, paid expert consultations) pay materially more for verified expertise.
Live median $75/hr. Measured from 11 distinct advertised rates, across 7 platforms. 7 of the 20 open roles here state no hourly rate.
Estimate your rate
A rough guide based on compiled ranges, not a quote. Real pay is set per project.
Rough estimate
$20–$120/hrAnchored on 100 distinct advertised rates
Median $35/hr. Measured from 100 distinct advertised rates, across 23 platforms. 32 of the 143 open roles here state no hourly rate. Entry and expert figures above are the lower and upper half of this range.
Pay by platform
Rows marked Live from feed show the typical pay (the 25th percentile of what roles pay (the middle of each advertised range) to the 90th-percentile advertised ceiling) measured from that platform’s open roles, as of 2026-11-08, and open them by pay. They refresh every hour. Every other figure is a platform’s researched rate card, compiled from public sources and dated on its platform’s pages by the day it was last checked (today from 31 Oct 2026 to 8 Nov 2026; how we research them).
Highest pay ranks the 51 platforms whose live boards state hourly rates by what a typical role there pays, as the pay ranking does. The others state no hourly rate to rank and follow them. Ordered by what applying is worth, lifted by a referral boost for the platforms that pay us a referral fee; it never changes what a platform pays you.
Some links on AITraining.jobs are referral links. If you sign up through one, AITraining.jobs may earn a commission at no extra cost to you. It never changes what a platform pays you.