Online program13 career tracks for AI training roles

Learn the skills AI companies pay humans for.

howto1000x is a training program for the people who train AI. Our courses teach you to work as an RLHF trainer, AI eval expert, red teamer, agent evaluator and eight more roles — remote work that can pay up to $200 an hour.

Once you're trained, we connect strong graduates with opportunities and sometimes hire them ourselves. Your $60 pays for training only. It doesn't buy a job, and we don't guarantee placement.

One payment, lifetime course access 13 career tracks No coding required to start
Human AI-training demand
4.5x▲ by 2028
1x2x3x4x5xPROJECTED2022202320242025202620272028

Index of human-data spend, 2024 = 1x. Projection reflects the 3–5x growth in AI training data spend forecast by industry leaders.

Prepare for projects on the platforms hiring today
Scale AIOutlierDataAnnotationHandshake AISurge AIMercorInvisibleAppenTuringAlignerrScale AIOutlierDataAnnotationHandshake AISurge AIMercorInvisibleAppenTuringAlignerr
The market

The fastest-growing job market nobody is teaching.

Labs spend billions on human feedback because models can't grade themselves. The work is remote, flexible and well paid — but platforms reject most applicants at the assessment stage. That gap is exactly what we close.

$113k

Average US salary for a full-time AI trainer / RLHF specialist in 2026

$158/hr

Top of the posted hourly range for specialist AI red-teaming contracts

$60M

Paid monthly to 30,000+ AI trainers by just one platform, Handshake AI

Hourly pay by role

What each track can pay

Trending Established
Domain Expert Trainer
$100–200
AI Safety Tester & Red Teamer
$82–145
Rubric & Synthetic Data Designer
$90–140
AI Trust & Safety Analyst
$85–135
AI Agent Evaluator
$85–125
Coding AI Trainer
$85–125
AI Eval Expert
$75–115
Prompt Engineer & Evaluator
$70–115
AI Data Annotator
$68–100
RLHF Trainer
$70–95
AI Fact-Checker
$70–95
Multimodal Annotator
$68–90
$0$50$100$150$200
/ hour
Full-time career ladder

Contract work is the on-ramp.

Full-time AI trainer and RLHF salaries in the US, from entry level to leads running alignment programs.

$65–90k
Entry
$110–145k
Mid
$150–185k
Senior
$220k+
Lead

Pay ranges are illustrative. Actual pay varies by platform, project, experience and location. howto1000x sells training, not jobs, and does not guarantee employment or earnings.

13 career tracks

Pick the role. We'll get you ready for it.

Start with Breaking In — platforms, assessments and contracts — then go deep on any role. Every track is included.

Beginner Trending

RLHF Trainer

Rank, rewrite and justify model responses. Your preferences literally become the reward signal.

Typical pay
$70–95/hr
Preference rankingRewrites
Intermediate Trending

AI Eval Expert

Grade model outputs against rubrics the way frontier labs do before every release.

Typical pay
$75–115/hr
RubricsHallucination checks
Intermediate Trending

AI Safety Tester & Red Teamer

Break models on purpose. Jailbreaks, prompt injection and harm taxonomies, done professionally.

Typical pay
$82–145/hr
Adversarial promptsSeverity scoring
Intermediate Trending

AI Agent Evaluator

The newest role in the field: grade agents that browse, write code and operate computers.

Typical pay
$85–125/hr
TrajectoriesComputer use
Beginner

AI Data Annotator

The classic entry point. Label text and data to production quality, fast and consistently.

Typical pay
$68–100/hr
LabelingGuidelines
Advanced

Coding AI Trainer

Review model code, write reference solutions and design tests that teach models to program.

Typical pay
$85–125/hr
Code reviewUnit tests
Advanced

Domain Expert Trainer

Law, medicine, finance, STEM. Labs pay a premium for questions their models still get wrong.

Typical pay
$100–200/hr
Expert tasksProfessional grading
Intermediate

Prompt Engineer & Evaluator

Design the hard prompts and multi-turn conversations that expose what models can't do yet.

Typical pay
$70–115/hr
Prompt designMulti-turn
Intermediate

AI Trust & Safety Analyst

Write and apply the content policies that models are trained to follow.

Typical pay
$85–135/hr
PolicyAdjudication
Beginner

Multimodal Annotator

Voice, image and video. Rate speech, caption images and label events for multimodal models.

Typical pay
$68–90/hr
AudioVision
Advanced

Rubric & Synthetic Data Designer

Build the benchmarks and golden datasets that every model is measured against.

Typical pay
$90–140/hr
BenchmarksQA pipelines
Beginner

AI Fact-Checker

Verify claims and citations so search-enabled models stop making things up.

Typical pay
$70–95/hr
GroundingCitations
Your dashboard

A command center for your AI career.

This is exactly what you get the moment you're in. No fluff, no upsells — just the fastest path from zero to your first AI contract.

howto1000x.com/dashboard
Tuesday, Oct 13

Good evening, Maya.

Modules done
18
+4 this week
Reading time
9.2h
+2.1h
Tracks started
4
of 13
Streak
12d
Personal best
Your tracks
13 available
RT
RLHF Trainer4 of 5
AR
AI Red Teamer2 of 5
AA
AI Agent Evaluator1 of 4
AE
AI Eval Expert0 of 5
64%overall
Job-ready in ~3 weeks
At your current pace you'll finish RLHF + Red Teaming by Nov 2.
New from your coach
Outlier opened a red-teaming project. Apply this week.
Open playbook
Continue: Justifications reviewers accept · RLHF Trainer · 25 min
Resume
Every track, one place

13 career tracks with structured lessons, practice sets and playbooks.

Progress you can see

Completion, reading time and streaks — and a pace estimate to job-ready.

Live opportunity alerts

We post new projects and hiring windows straight to your dashboard.

Personal coaching notes

Tasks and resources added for you specifically, not just the cohort.

How it works

From curious to job-ready, in three moves.

01

Learn how the work is graded

Each track teaches the rubrics, guidelines and judgment calls reviewers actually score you on.

02

Practice on realistic tasks

Worked examples and practice sets modeled on real qualification assessments, with expert answers.

03

Apply — and get connected

A playbook for applying and passing platform tests. Strong graduates may also be introduced to opportunities or hired by us directly.

Pricing

One price. Every track. Forever.

Less than three hours of entry-level AI training work pays for the whole program. No subscription, no tiers, no surprise upsells.

Secure checkout through Stripe
All-access
Lifetime
$60one-time
  • All 13 career tracks, including every future track
  • 58+ lessons, worked examples and practice sets
  • Breaking In: platforms, assessments and 1099 basics
  • Personal dashboard with progress tracking
  • Opportunity alerts and coaching notes
  • Lifetime updates as the field changes
Create your account

Course access is activated after payment is confirmed.

$60 covers training only. It isn't a fee for job placement, and hiring isn't guaranteed.

FAQ

Questions, answered.

Still unsure? Create a free account and look around before you pay.

No. Annotation, RLHF, fact-checking and multimodal tracks are built for complete beginners. Strong writing and attention to detail matter far more than code. The coding and domain-expert tracks are there when you want to move into higher-paying work.

The models are getting smarter. Someone has to teach them.

Start for $60