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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 4,353 open AI training roles; their typical pay runs $35 to $130 an hour, with a median of $65.

Live pay updated 32 min ago

“Typical” runs from the 25th percentile of what roles pay (the middle of each advertised range) to the 90th-percentile advertised ceiling, measured from 2,943 distinct advertised rates across 33 platforms, drawn from the 4,353 roles open now, so it includes the well-paid expert tier. Advertised rates run from $2/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 daily; other figures are compiled from public sources, each labeled by how we know it. Data last refreshed 18 Oct 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

1,455 open now

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.

$50–$160/hrtypical pay

Live median $80/hr. Measured from 951 distinct advertised rates, across 26 platforms. 149 of the 1,455 open roles here state no hourly rate.

Multilingual & Localization

1,135 open now

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.

$30–$100/hrtypical pay

Live median $65/hr. Measured from 781 distinct advertised rates, across 19 platforms. 208 of the 1,135 open roles here state no hourly rate.

Transcription, Audio & Speech

574 open now

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.

$20–$150/hrtypical pay

Live median $30/hr. Measured from 359 distinct advertised rates, across 18 platforms. 213 of the 574 open roles here state no hourly rate.

Coding & Software Evaluation

331 open now

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.

$60–$120/hrtypical pay

Live median $65/hr. Measured from 225 distinct advertised rates, across 16 platforms. 31 of the 331 open roles here state no hourly rate.

Math & STEM

247 open now

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.

$40–$135/hrtypical pay

Live median $65/hr. Measured from 210 distinct advertised rates, across 14 platforms. 16 of the 247 open roles here state no hourly rate.

Data Annotation & Labeling

174 open now

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.

$15–$120/hrtypical pay

Live median $30/hr. Measured from 112 distinct advertised rates, across 18 platforms. 51 of the 174 open roles here state no hourly rate.

AI Evaluation & Rating (RLHF)

161 open now

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.

$30–$160/hrtypical pay

Live median $60/hr. Measured from 118 distinct advertised rates, across 19 platforms. 32 of the 161 open roles here state no hourly rate.

Agentic Tasks & RL Environments

68 open now

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.

$35–$95/hrtypical pay

Live median $50/hr. Measured from 48 distinct advertised rates, across 11 platforms. 15 of the 68 open roles here state no hourly rate.

Robotics & Physical-AI Data

68 open now

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.

$7–$80/hrtypical pay

Live median $10/hr. Measured from 61 distinct advertised rates, across 8 platforms. 6 of the 68 open roles here state no hourly rate.

Red-Teaming & AI Safety

56 open now

Adversarially probe models to find unsafe, biased, or wrong behavior before release. Blends security, domain, and creative skills; pays a premium over generalist rating.

$45–$120/hrtypical pay

Live median $70/hr. Measured from 31 distinct advertised rates, across 9 platforms. 11 of the 56 open roles here state no hourly rate.

Writing & Content

43 open now

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.

$40–$140/hrtypical pay

Live median $60/hr. Measured from 25 distinct advertised rates, across 5 platforms. 8 of the 43 open roles here state no hourly rate.

Research Studies & Surveys

41 open now

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.

$80–$120/hrtypical pay

Live median $100/hr. Measured from 22 distinct advertised rates, across 6 platforms. 17 of the 41 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

$30–$100/hr

Anchored on 781 distinct advertised rates

Live market range$30–$100/hr

Median $65/hr. Measured from 781 distinct advertised rates, across 19 platforms. 208 of the 1,135 open roles here state no hourly rate. Entry and expert figures above are the lower and upper half of this range.

See who hires for this →

Pay by platform

PlatformPayApply
CleverX$25/hr to $1,000+/hr (expert-set)Apply (opens the job details)
Surge AI$18–$140/hr general; medical & finance experts $250–$500/hrApply (opens the job details)
micro1$50–$270/hrLive from feedApply (opens in new tab)
Pasiflora AI$35-250/hrApply (opens the job details)
RWS TrainAI Community~$14-35/hr general, up to $50-250/hr for domain expertsApply (opens the job details)
RealTrainAI$15-$200+/hrApply (opens in new tab)
Fleet AI$50/hr generalist, $80-200/hr domain expertApply (opens the job details)
Weekday$75–$190/hrLive from feedApply (opens the job details)
Handshake AI$55–$150/hrLive from feedApply (opens the job details)
Mercor$55–$150/hrLive from feedApply (opens in new tab)
Turing$15–$150/hrApply (opens the job details)
Babel Audio$105–$150/hrLive from feedApply (opens in new tab)
RemoExperts$70–$150/hrLive from feedApply (opens in new tab)
User InterviewsAvg $45+/study; $50–$150+/hr effectiveApply (opens the job details)
Aligned Labs$60-150+/hr (self-set)Apply (opens the job details)
Alignerr$35–$130/hrLive from feedApply (opens the job details)
AfterQuery$50–$125/hrLive from feedApply (opens in new tab)
Sovrano AI$80–$125/hrLive from feedApply (opens in new tab)
Prolific$25–$120/hrLive from feedApply (opens the job details)
SuperAnnotate (SME)$17–$115+/hr by domain and geographyApply (opens in new tab)
Lifted (Upwork)$10–$110/hr (transcription $10–$35, senior engineering $80–$110)Apply (opens the job details)
Terac$55–$105/hrLive from feedApply (opens the job details)
Mindrift$100/hrLive from feedApply (opens the job details)
DataAnnotation$15–$100+/hrApply (opens the job details)
Outlier (Scale AI)$15–$50/hr; specialists to ~$100/hrApply (opens the job details)
Braintrust$18–$100/hrLive from feedApply (opens in new tab)
TolokaMicrotasks <$4/hr; expert work $15–$100+/hrApply (opens the job details)
Pareto AI~$35–$60/hr; complex work to ~$100Apply (opens the job details)
rustLabs$20-100+/hrApply (opens the job details)
Vetto$20-$60 per approved task (about $45-$75/hr); $50-$100/hr on hourly rolesApply (opens the job details)
Anyone AI$40–$80/hrLive from feedApply (opens in new tab)
Invisible$35–$65/hrLive from feedApply (opens the job details)
xAI (SpaceXAI)$40–$65/hrLive from feedApply (opens the job details)
OpenTrain AI$15–$60/hrLive from feedApply (opens the job details)
Claru$7–$60/hrLive from feedApply (opens the job details)
Volga Partners$7–$60/hrLive from feedApply (opens the job details)
Innodata$15–$55/hrLive from feedApply (opens the job details)
Sigma AI~$19–$51/hrApply (opens the job details)
Pila8$25–$50/hrLive from feedApply (opens the job details)
Deccan AI (Soul AI)~$10-$50/hr (varies by project)Apply (opens the job details)
Rise Data Labs$30–$50/hrLive from feedApply (opens the job details)
iMerit$2.50–$20/hr (geo); US est. $25–$42/hrApply (opens the job details)
Appen$2.50–$14/hr micro; $20–$40/hr evaluatorsApply (opens the job details)
Welo Data$7–$40/hrLive from feedApply (opens the job details)
TransPerfect DataForcePer project; ~$10–$31/hr (third-party)Apply (opens the job details)
SapienPoints to USDC + SAPIEN token (~$10–$30/hr, third-party)Apply (opens the job details)
TELUS Digital AI$8–$18/hr; US raters ~$17/hrApply (opens the job details)
OneForma$7-15/hr equiv (task-based, per-project)Apply (opens the job details)
Neevo~$10-15/hr (third-party)Apply (opens the job details)
Amazon Mechanical Turk~$2–$3/hr effective (median)Closed
Uber AI SolutionsPer task, shown upfront (third-party ~$30/hr)Apply (opens the job details)
WirestockVariable royaltiesApply (opens in new tab)
Perle LabsGigs paid per task or audio minute; Points toward PRL in its appApply (opens in new tab)
Snorkel AI Expert CommunityPaid per project; top experts $3,000+/weekApply (opens the job details)
DATAmundiPer project (no public rate card)Apply (opens the job details)
Stellar AI$25/hr+ (weekly, PayPal)Apply (opens the job details)
Scale AI Human Frontier CollectiveFellow rates by project; research advisors $300/hrApply (opens the job details)
Twine AI$1 to $1,000+ per projectApply (opens the job details)
Respondent$50–$400+/studyApply (opens in new tab)
dscout$5–$200/missionApply (opens the job details)
Remotasks$3–$15/hr; specialist tasks $15–$50/hrApply (opens the job details)
ClickworkerPer task, cents to a few dollars; ~$6–$15/hr effectiveApply (opens the job details)
Datacurve (Shipd)Per accepted bounty (third-party; varies by difficulty)Apply (opens the job details)
Prime IntellectPer accepted environment bounty (platform tiers $100 to $5,000+)Apply (opens the job details)
SamaSalaried; ~$155–$270/mo (E. Africa)Apply (opens the job details)
PublicAIPoints + USDT/$PUBLIC per task (amounts not disclosed)Apply (opens the job details)
Sahara AIPer-task $SAHARA + points (crypto, no fixed USD rate)Apply (opens the job details)
DiagnosUsContest prizes (small, performance-based)Apply (opens the job details)
Hive MicroCents to a few dollars per task (~$2.79/hr third-party avg)Apply (opens the job details)
Shaip (Collaborate by Shaip)Per task, rate varies (not publicly disclosed); weekly payoutApply (opens the job details)
HashlistPer accepted task; each brief sets its own rateApply (opens in new tab)
Live from job feedPlatform-statedThird-party reportsEstimate

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 2026-10-18, and open them by pay. They refresh daily. Every other figure is compiled from public sources as of 2026-07-25.

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