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Learning Craft AI

Building the training infrastructure the AI workforce needs.

Learning Craft AI helps organizations build scalable training systems for their AI contributor teams — and teaches individuals the real skills needed to succeed in AI evaluation and data roles.

For Businesses

Scale Your Contributor Program

Build the onboarding programs, evaluation frameworks, and quality systems your contributor team needs to operate at scale.

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For Individuals

Build Real Skills for AI Roles

Learn the practical skills behind AI model training, prompt evaluation, rubric writing, red teaming, data quality, and more.

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About Us

About Learning
Craft AI

We're built from the inside of the AI data ecosystem — shaped by years of operational experience at the frontier of AI development.

01

Who We Are

We're a consulting and training company built from the inside of the AI data ecosystem. Our founder has spent years designing contributor onboarding systems, building evaluation rubrics, and training LLMs through RLHF workflows at organizations operating at the frontier of AI development.


That operational background shapes everything we build. We don't design training in the abstract — we design it around how AI data programs actually run.

02

How We Work

We operate at both the strategic and hands-on level. That means we can help you think through your entire training architecture and then actually build it — fast. For individuals, we build courses around the real tasks and evaluation workflows used in the field, not generic introductions to AI concepts.

03

Our Mission

To become the training and enablement layer for the AI workforce — helping both organizations and individuals succeed in AI model training, evaluation, and data quality programs.

Business Services Individual Courses
Business Services

Infrastructure Built
for AI Programs at Scale

Strategic and hands-on consulting for organizations running contributor programs, evaluation pipelines, and AI data workflows.

Service 01

Training Infrastructure Audit

A comprehensive review of existing contributor workflows, training materials, and evaluation processes — with a prioritized roadmap for improvement.

What's Included
  • Review of onboarding and QA materials
  • Stakeholder interviews
  • Gap analysis across contributor lifecycle
  • Prioritized recommendations roadmap
Best for: Organizations that have been running contributor programs and suspect their training isn't keeping up.
Service 02

Evaluation Framework & Rubric Audit

Review of existing rubrics, scoring guides, and QA documentation to assess effectiveness and identify critical gaps.

What's Included
  • Review of existing rubrics and QA docs
  • Assessment of inter-rater reliability and calibration
  • Identification of gaps and inconsistencies
  • Recommendations for revision or replacement
Best for: Organizations that have built evaluation frameworks organically or inherited documentation from a previous team.
Service 03

Contributor Onboarding Program Design

End-to-end onboarding program design built specifically for distributed contributor teams — structured, scalable, and operationally grounded.

What's Included
  • Learning needs analysis
  • Structured onboarding pathway with milestone checkpoints
  • Playbooks and training modules
  • Template library and reusable frameworks
Best for: Companies launching, scaling, or troubleshooting quality issues in contributor programs.
Service 04

Evaluation Rubric & QA Framework Design

Net-new rubric and calibration system design — built to drive reviewer consistency and directly support model performance.

What's Included
  • Custom rubric design aligned to task types
  • Inter-rater reliability framework
  • Reviewer training materials and quality benchmarks
  • SOPs for ongoing QA operations
Best for: Organizations running RLHF, annotation, or human evaluation programs where reviewer consistency is tied directly to model performance.

Ready to build the training infrastructure your program needs?

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Individual Courses

Skills Built for
Real AI Roles

These courses are built around the real skills required in AI training and evaluation roles — not generic overviews. Each course earns you a credential that signals practical, field-level competency.

Coming Soon Courses are in development. Join the waitlist to be notified at launch and get early access.
Introductory

Intro to AI Model Training Platforms

Understand how AI training pipelines work, what contributors do, and how quality is measured across the full workflow.

You'll learn
  • How workflows are structured
  • What contributor roles do
  • How tasks are evaluated
  • What to expect on an AI training platform
For: Anyone new to AI training platforms
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Intermediate

Prompt Evaluation Fundamentals

Learn the rating frameworks, quality criteria, and judgment skills used in real AI evaluation environments.

You'll learn
  • How rubrics are applied
  • Common quality dimensions
  • How to identify strong vs weak responses
  • Techniques for maintaining consistency at volume
For: Individuals working or preparing to work as evaluators or reviewers
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Advanced

AI Training Reviewer Fundamentals

A comprehensive program covering the core skills and workflows required for reviewer-level roles in AI training programs.

You'll learn
  • Full reviewer workflows
  • Edge case identification and escalation
  • Calibration and inter-rater reliability principles
  • Quality benchmarking
For: Experienced contributors ready to move into reviewer or quality roles
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Get in Touch

Let's Build Something
Together

Whether you're ready to start a consulting engagement or want to be notified when courses launch, we'd love to hear from you.

Consulting engagements, audits & program design
Individual course waitlist & early access
Corporate training licenses
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