Don't fear the future. Build it.
The 5% who operate AI
are pulling ahead.
Find out where you stand.
AI is not replacing professionals. It is separating Operators from Spectators. Operators get the 56% wage premium. They get 4x more promotions. The other 95% are still using AI like a search bar. We score you across 100 Operator skills, hand you a path stitched from 300+ vetted courses, and tell you exactly where to start.
Sample console
Here's your operator console.
AI Operator Score™
Operator
I work as
Primary AI tool
Your module read
01AI Foundations
02Prompting Fundamentals
03AI Tools and Context
04Security, Ethics and Bias
05Office Productivity
06Data Analytics
07Creative Media
08Automation and Agents
09App Building and Deployment
10AI Strategy
Your operator path
Anthropic
AI Capabilities and Limitations
Stanford
AI-Driven Leadership Strategies
+ curated picks across the remaining modules
Sample for Product Managers using Claude. Your real one lands in your inbox in 5 minutes.
The Operator Index
The gap is widening every quarter.
In 2024, professionals with validated AI skills earned 56% more than peers. By late 2025, only 5% of US workers qualified as AI-fluent. 63% don't use AI at work at all. The math is brutal and the math is public.
The identity
An AI Operator does not use AI. They run it.
The difference is not the tool. ChatGPT, Claude, Gemini, none of those make you an Operator. The difference is what you do at the keyboard. Spectators ask questions. Operators give orders. Spectators copy outputs. Operators chain them. Spectators stay in the chat window. Operators automate, build, and ship.
Six behaviours that separate Operators from Spectators.
Prompts with structure.
Role, task, constraints, format. Every time.
Types a question and hopes.
Chains models.
Uses one for research, another for writing, a third for review.
Asks one chatbot for everything.
Builds context.
Feeds the model docs, data, examples, history.
Starts fresh every conversation.
Automates.
Wires AI into recurring workflows with agents and scripts.
Manually copy-pastes outputs.
Verifies.
Treats AI output as a draft, not a fact. Checks the work.
Ships whatever comes out.
Ships software.
Builds working apps with Claude Code, Cursor, v0.
Watches engineers build.
The path
From Apprentice to Master Operator.
The AI Operator Score™ places you on a 0–100 scale across 10 capability modules. Where you sit defines your rank. Every rank has a path forward. None of them are final.
Apprentice
Plenty of headroom. The Operator path is built to move you fast.
Operator
You have a working foundation. The next courses compound it.
Senior Operator
You operate AI confidently. Now sharpen the edges.
Master Operator
You operate at a level most professionals never reach. Lead from the front.
First-time scores typically land between 22 and 58. Master Operator is rare. The path is the point.
The flow
Five minutes from cold start to clear path.
Calibrate.
Tell us about you: your tools, your role, your ambition. The diagnostic moves across 10 modules and 100 skills in 5 minutes.
Score.
Get your AI Operator Score™. A 0-100 number, your rank, a per-module read, and a peer benchmark. Lands in your inbox.
Operate.
Follow your Operator Playbook. 300+ vetted courses, ranked for your gaps. Best-fit, optional, and stretch. Free to start.
What is inside
Everything. Free.
The full diagnostic. Your Operator Score™. Your personal Playbook stitched from 300+ vetted courses across Anthropic, Stanford, Google Cloud, DeepLearning.AI, Wharton, MIT, and 100+ providers. Built in Amsterdam by Perameta B.V.
- ✓AI Operator Score™ (0–100)
- ✓Operator Rank: Apprentice → Operator → Senior Operator → Master Operator
- ✓Full read across all 10 capability modules
- ✓Your personal Operator Playbook (300+ vetted courses, ranked for you)
- ✓Elite programs comparison grid (Harvard, MIT, Wharton, Berkeley, Stanford)
- ✓Re-take whenever you want
Where You Stand
Where you actually stand.
We score you across 100 Operator skills in 10 capability modules. No grading. Just an honest read on where the gap is.
Where You're Going
Where you need to be.
Set the Operator you want to become, by role, by skill, by ambition. The plan flexes to your level and your stack.
How You Get There
The exact path to get there.
A personal plan stitched from 300+ vetted courses across Anthropic, Stanford, DeepLearning.AI, Google Cloud, Wharton, MIT, and 100+ providers. Ranked for fit.
Your Playbook is built from the people writing the textbook.
Your Operator Playbook is built from the people writing the textbook. Anthropic. Stanford. Google Cloud. DeepLearning.AI. MIT Sloan. Wharton. UC Berkeley. 100+ providers, hand-curated, ranked for fit. We are not affiliated with any of them.
Developing Generative AI Applications on AWS
AWS 2-day advanced instructor-led course (MLDGAI) for software developers. Builds GenAI applications with Amazon Bedrock, LangChain, and RAG. Prerequisite: GenAI Essentials + intermediate Python. Not
AI for Executives Program
UC Berkeley Executive EducationUC Berkeley Haas School of Business 3-day in-person program at the Berkeley campus. Next session Aug 26-28, 2026. Faculty Director: Toby E. Stuart, with faculty Ken Goldberg, Thomas Lee, and Mathijs D
Introduction to GitHub
GitHub Skills' official 'Introduction to GitHub' exercise. Less than 1 hour. For new developers, GitHub users, and students. Covers four core operations: create a branch, commit a file, open a pull re
Introduction to AI (Coursera)
Coursera course from Google Career Certificates (part of Google AI Essentials Specialization). Discover how AI works and explore foundational AI concepts including machine learning. Learn about the ri
Competing in the Age of AI (on-campus)
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Lovable: Build Apps from Conversations
Official Lovable documentation. Lovable is a full-stack AI development platform that turns natural-language conversations into production-grade web applications with frontend, backend, database, authe
Applied Generative AI for Digital Transformation
MIT Professional Education programme delivered via Global Alumni platform. Covers GenAI fundamentals through to building and presenting an organisational AI strategy. Unusually broad: includes a full
Introduction to Prompt Engineering (OpenAI Academy)
Free short video on OpenAI Academy in the ChatGPT at Work track. Introduces prompt engineering fundamentals for ChatGPT users at work. Single video; not a structured course. Followed by related shorts
Adobe Firefly Creative Production
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Anthropic API Fundamentals
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Attacking, Defending, and Leveraging AI/LLM Systems
Antisyphon TrainingAntisyphon Training 16-hour hands-on course on attacking, defending, and leveraging AI/LLM systems. By Brian Fehrman and Derek Banks (Black Hills Information Security). For red teamers, blue teamers,
Cambridge AI Leadership Programme
Cambridge Judge Business School Executive Education flagship 4-month blended programme. Two 5-day in-person residencies in Cambridge bookend a 6-week live online module. Co-Academic Programme Director
AI Financial Modeling with Claude in Excel
CFI course (60 min, level 3) by Tim Vipond on AI-powered financial modeling in Excel using Anthropic's Claude in Excel integration. Build a DCF model, validate AI-generated models against benchmarks,
LLM University
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AI for Business and Finance Certificate
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AI for Everyone
DeepLearning.AIAndrew Ng's non-technical introduction to AI for business professionals. Covers AI terminology, machine learning project workflow, building AI in your company, and AI's societal impact (ethics, bias,
LLM Course (Large Language Models and NLP)
Hugging FaceFree 12-chapter course from Hugging Face on NLP and LLMs using the Transformers, Datasets, Tokenizers, and Accelerate libraries plus the Hugging Face Hub. Covers transformer architectures, fine-tuning
Intro to AI Ethics
Kaggle LearnFree Kaggle Learn micro-course introducing AI ethics across four lessons: human-centred design for AI, identifying bias in ML systems, measuring AI fairness with group metrics, and documenting models
AI Red Teaming & AI Security Masterclass (AIRTP+ Certification)
Live 4-week AI red teaming and security masterclass by Learn Prompting (Sander Schulhoff, creator of HackAPrompt). 13 expert-led sessions, 8 lessons, 3 hands-on projects on production AI systems. Prep
AI for Business Leaders (Allie Miller)
#1 AI Business Course on Maven (4.6 from 325 reviews). Allie K. Miller (former Amazon AWS, IBM AI leader). 2-week cohort with 40 pre-recorded lessons + 2 live Q&As. Six guest speakers including Brad L
Developing Generative AI Applications on AWS
AWS 2-day advanced instructor-led course (MLDGAI) for software developers. Builds GenAI applications with Amazon Bedrock, LangChain, and RAG. Prerequisite: GenAI Essentials + intermediate Python. Not
AI for Executives Program
UC Berkeley Executive EducationUC Berkeley Haas School of Business 3-day in-person program at the Berkeley campus. Next session Aug 26-28, 2026. Faculty Director: Toby E. Stuart, with faculty Ken Goldberg, Thomas Lee, and Mathijs D
Introduction to GitHub
GitHub Skills' official 'Introduction to GitHub' exercise. Less than 1 hour. For new developers, GitHub users, and students. Covers four core operations: create a branch, commit a file, open a pull re
Introduction to AI (Coursera)
Coursera course from Google Career Certificates (part of Google AI Essentials Specialization). Discover how AI works and explore foundational AI concepts including machine learning. Learn about the ri
Competing in the Age of AI (on-campus)
HBS executive on-campus programme led by Faculty Chair Marco Iansiti (David Sarnoff Professor) with Iavor Bojinov. 4 days at HBS Boston (Jun 7-10, 2026) plus 12-15 hours pre-work. Demystifies AI strat
Lovable: Build Apps from Conversations
Official Lovable documentation. Lovable is a full-stack AI development platform that turns natural-language conversations into production-grade web applications with frontend, backend, database, authe
Applied Generative AI for Digital Transformation
MIT Professional Education programme delivered via Global Alumni platform. Covers GenAI fundamentals through to building and presenting an organisational AI strategy. Unusually broad: includes a full
Introduction to Prompt Engineering (OpenAI Academy)
Free short video on OpenAI Academy in the ChatGPT at Work track. Introduces prompt engineering fundamentals for ChatGPT users at work. Single video; not a structured course. Followed by related shorts
Adobe Firefly Creative Production
AdobeEnterprise creative production platform: AI workflows, brand-consistent generation, multi-format publishing, content review workflows.
Anthropic API Fundamentals
Official Anthropic Academy course on the Claude API, hosted on Skilljar. 84 lectures across seven sections covering API authentication, prompt engineering and evaluation, tool use, RAG with hybrid sea
Attacking, Defending, and Leveraging AI/LLM Systems
Antisyphon TrainingAntisyphon Training 16-hour hands-on course on attacking, defending, and leveraging AI/LLM systems. By Brian Fehrman and Derek Banks (Black Hills Information Security). For red teamers, blue teamers,
Cambridge AI Leadership Programme
Cambridge Judge Business School Executive Education flagship 4-month blended programme. Two 5-day in-person residencies in Cambridge bookend a 6-week live online module. Co-Academic Programme Director
AI Financial Modeling with Claude in Excel
CFI course (60 min, level 3) by Tim Vipond on AI-powered financial modeling in Excel using Anthropic's Claude in Excel integration. Build a DCF model, validate AI-generated models against benchmarks,
LLM University
Cohere's free self-paced learning hub for developers building enterprise AI with the Cohere API. Modular curriculum covers LLM fundamentals, embeddings and semantic search, RAG, tool use and agents, a
AI for Business and Finance Certificate
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AI for Everyone
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LLM Course (Large Language Models and NLP)
Hugging FaceFree 12-chapter course from Hugging Face on NLP and LLMs using the Transformers, Datasets, Tokenizers, and Accelerate libraries plus the Hugging Face Hub. Covers transformer architectures, fine-tuning
Intro to AI Ethics
Kaggle LearnFree Kaggle Learn micro-course introducing AI ethics across four lessons: human-centred design for AI, identifying bias in ML systems, measuring AI fairness with group metrics, and documenting models
AI Red Teaming & AI Security Masterclass (AIRTP+ Certification)
Live 4-week AI red teaming and security masterclass by Learn Prompting (Sander Schulhoff, creator of HackAPrompt). 13 expert-led sessions, 8 lessons, 3 hands-on projects on production AI systems. Prep
AI for Business Leaders (Allie Miller)
#1 AI Business Course on Maven (4.6 from 325 reviews). Allie K. Miller (former Amazon AWS, IBM AI leader). 2-week cohort with 40 pre-recorded lessons + 2 live Q&As. Six guest speakers including Brad L
Developing Generative AI Applications on AWS
AWS 2-day advanced instructor-led course (MLDGAI) for software developers. Builds GenAI applications with Amazon Bedrock, LangChain, and RAG. Prerequisite: GenAI Essentials + intermediate Python. Not
AI for Executives Program
UC Berkeley Executive EducationUC Berkeley Haas School of Business 3-day in-person program at the Berkeley campus. Next session Aug 26-28, 2026. Faculty Director: Toby E. Stuart, with faculty Ken Goldberg, Thomas Lee, and Mathijs D
Introduction to GitHub
GitHub Skills' official 'Introduction to GitHub' exercise. Less than 1 hour. For new developers, GitHub users, and students. Covers four core operations: create a branch, commit a file, open a pull re
Introduction to AI (Coursera)
Coursera course from Google Career Certificates (part of Google AI Essentials Specialization). Discover how AI works and explore foundational AI concepts including machine learning. Learn about the ri
Competing in the Age of AI (on-campus)
HBS executive on-campus programme led by Faculty Chair Marco Iansiti (David Sarnoff Professor) with Iavor Bojinov. 4 days at HBS Boston (Jun 7-10, 2026) plus 12-15 hours pre-work. Demystifies AI strat
Lovable: Build Apps from Conversations
Official Lovable documentation. Lovable is a full-stack AI development platform that turns natural-language conversations into production-grade web applications with frontend, backend, database, authe
Applied Generative AI for Digital Transformation
MIT Professional Education programme delivered via Global Alumni platform. Covers GenAI fundamentals through to building and presenting an organisational AI strategy. Unusually broad: includes a full
Introduction to Prompt Engineering (OpenAI Academy)
Free short video on OpenAI Academy in the ChatGPT at Work track. Introduces prompt engineering fundamentals for ChatGPT users at work. Single video; not a structured course. Followed by related shorts
Adobe Firefly Creative Production
AdobeEnterprise creative production platform: AI workflows, brand-consistent generation, multi-format publishing, content review workflows.
Anthropic API Fundamentals
Official Anthropic Academy course on the Claude API, hosted on Skilljar. 84 lectures across seven sections covering API authentication, prompt engineering and evaluation, tool use, RAG with hybrid sea
Attacking, Defending, and Leveraging AI/LLM Systems
Antisyphon TrainingAntisyphon Training 16-hour hands-on course on attacking, defending, and leveraging AI/LLM systems. By Brian Fehrman and Derek Banks (Black Hills Information Security). For red teamers, blue teamers,
Cambridge AI Leadership Programme
Cambridge Judge Business School Executive Education flagship 4-month blended programme. Two 5-day in-person residencies in Cambridge bookend a 6-week live online module. Co-Academic Programme Director
AI Financial Modeling with Claude in Excel
CFI course (60 min, level 3) by Tim Vipond on AI-powered financial modeling in Excel using Anthropic's Claude in Excel integration. Build a DCF model, validate AI-generated models against benchmarks,
LLM University
Cohere's free self-paced learning hub for developers building enterprise AI with the Cohere API. Modular curriculum covers LLM fundamentals, embeddings and semantic search, RAG, tool use and agents, a
AI for Business and Finance Certificate
Columbia Business SchoolColumbia Business School + Wall Street Prep 8-week online certificate. Program Director: Daniel Guetta. Faculty includes Ciamac Moallemi, Malek Ben Sliman, Olivier Toubia, Stijn Van Nieuwerburgh. Hand
AI for Everyone
DeepLearning.AIAndrew Ng's non-technical introduction to AI for business professionals. Covers AI terminology, machine learning project workflow, building AI in your company, and AI's societal impact (ethics, bias,
LLM Course (Large Language Models and NLP)
Hugging FaceFree 12-chapter course from Hugging Face on NLP and LLMs using the Transformers, Datasets, Tokenizers, and Accelerate libraries plus the Hugging Face Hub. Covers transformer architectures, fine-tuning
Intro to AI Ethics
Kaggle LearnFree Kaggle Learn micro-course introducing AI ethics across four lessons: human-centred design for AI, identifying bias in ML systems, measuring AI fairness with group metrics, and documenting models
AI Red Teaming & AI Security Masterclass (AIRTP+ Certification)
Live 4-week AI red teaming and security masterclass by Learn Prompting (Sander Schulhoff, creator of HackAPrompt). 13 expert-led sessions, 8 lessons, 3 hands-on projects on production AI systems. Prep
AI for Business Leaders (Allie Miller)
#1 AI Business Course on Maven (4.6 from 325 reviews). Allie K. Miller (former Amazon AWS, IBM AI leader). 2-week cohort with 40 pre-recorded lessons + 2 live Q&As. Six guest speakers including Brad L
Developing Generative AI Applications on AWS
AWS 2-day advanced instructor-led course (MLDGAI) for software developers. Builds GenAI applications with Amazon Bedrock, LangChain, and RAG. Prerequisite: GenAI Essentials + intermediate Python. Not
AI for Executives Program
UC Berkeley Executive EducationUC Berkeley Haas School of Business 3-day in-person program at the Berkeley campus. Next session Aug 26-28, 2026. Faculty Director: Toby E. Stuart, with faculty Ken Goldberg, Thomas Lee, and Mathijs D
Introduction to GitHub
GitHub Skills' official 'Introduction to GitHub' exercise. Less than 1 hour. For new developers, GitHub users, and students. Covers four core operations: create a branch, commit a file, open a pull re
Introduction to AI (Coursera)
Coursera course from Google Career Certificates (part of Google AI Essentials Specialization). Discover how AI works and explore foundational AI concepts including machine learning. Learn about the ri
Competing in the Age of AI (on-campus)
HBS executive on-campus programme led by Faculty Chair Marco Iansiti (David Sarnoff Professor) with Iavor Bojinov. 4 days at HBS Boston (Jun 7-10, 2026) plus 12-15 hours pre-work. Demystifies AI strat
Lovable: Build Apps from Conversations
Official Lovable documentation. Lovable is a full-stack AI development platform that turns natural-language conversations into production-grade web applications with frontend, backend, database, authe
Applied Generative AI for Digital Transformation
MIT Professional Education programme delivered via Global Alumni platform. Covers GenAI fundamentals through to building and presenting an organisational AI strategy. Unusually broad: includes a full
Introduction to Prompt Engineering (OpenAI Academy)
Free short video on OpenAI Academy in the ChatGPT at Work track. Introduces prompt engineering fundamentals for ChatGPT users at work. Single video; not a structured course. Followed by related shorts
Adobe Firefly Creative Production
AdobeEnterprise creative production platform: AI workflows, brand-consistent generation, multi-format publishing, content review workflows.
Anthropic API Fundamentals
Official Anthropic Academy course on the Claude API, hosted on Skilljar. 84 lectures across seven sections covering API authentication, prompt engineering and evaluation, tool use, RAG with hybrid sea
Attacking, Defending, and Leveraging AI/LLM Systems
Antisyphon TrainingAntisyphon Training 16-hour hands-on course on attacking, defending, and leveraging AI/LLM systems. By Brian Fehrman and Derek Banks (Black Hills Information Security). For red teamers, blue teamers,
Cambridge AI Leadership Programme
Cambridge Judge Business School Executive Education flagship 4-month blended programme. Two 5-day in-person residencies in Cambridge bookend a 6-week live online module. Co-Academic Programme Director
AI Financial Modeling with Claude in Excel
CFI course (60 min, level 3) by Tim Vipond on AI-powered financial modeling in Excel using Anthropic's Claude in Excel integration. Build a DCF model, validate AI-generated models against benchmarks,
LLM University
Cohere's free self-paced learning hub for developers building enterprise AI with the Cohere API. Modular curriculum covers LLM fundamentals, embeddings and semantic search, RAG, tool use and agents, a
AI for Business and Finance Certificate
Columbia Business SchoolColumbia Business School + Wall Street Prep 8-week online certificate. Program Director: Daniel Guetta. Faculty includes Ciamac Moallemi, Malek Ben Sliman, Olivier Toubia, Stijn Van Nieuwerburgh. Hand
AI for Everyone
DeepLearning.AIAndrew Ng's non-technical introduction to AI for business professionals. Covers AI terminology, machine learning project workflow, building AI in your company, and AI's societal impact (ethics, bias,
LLM Course (Large Language Models and NLP)
Hugging FaceFree 12-chapter course from Hugging Face on NLP and LLMs using the Transformers, Datasets, Tokenizers, and Accelerate libraries plus the Hugging Face Hub. Covers transformer architectures, fine-tuning
Intro to AI Ethics
Kaggle LearnFree Kaggle Learn micro-course introducing AI ethics across four lessons: human-centred design for AI, identifying bias in ML systems, measuring AI fairness with group metrics, and documenting models
AI Red Teaming & AI Security Masterclass (AIRTP+ Certification)
Live 4-week AI red teaming and security masterclass by Learn Prompting (Sander Schulhoff, creator of HackAPrompt). 13 expert-led sessions, 8 lessons, 3 hands-on projects on production AI systems. Prep
AI for Business Leaders (Allie Miller)
#1 AI Business Course on Maven (4.6 from 325 reviews). Allie K. Miller (former Amazon AWS, IBM AI leader). 2-week cohort with 40 pre-recorded lessons + 2 live Q&As. Six guest speakers including Brad L
We're not affiliated with any of the providers shown. We curate the best publicly available AI training content and map it to your specific skill gaps. All trademarks and logos belong to their respective owners.
The honest comparison
How the Operator path is different.
| YouTube binge | Coursera | $2,000 cohort | The Operator path | |
|---|---|---|---|---|
| Diagnoses your specific gap | No | No | Partially | Yes |
| Course catalog | Endless, ungated | 10,000+, search-driven | One course | 300+, curated and ranked |
| Tells you what to skip | No | No | No | Yes |
| Time to first action | Hours of search | Hours of browsing | Weeks until next cohort | 5 minutes |
Diagnoses your specific gap
- YouTube binge
- No
- Coursera
- No
- $2,000 cohort
- Partially
- The Operator path
- Yes
Course catalog
- YouTube binge
- Endless, ungated
- Coursera
- 10,000+, search-driven
- $2,000 cohort
- One course
- The Operator path
- 300+, curated and ranked
Tells you what to skip
- YouTube binge
- No
- Coursera
- No
- $2,000 cohort
- No
- The Operator path
- Yes
Time to first action
- YouTube binge
- Hours of search
- Coursera
- Hours of browsing
- $2,000 cohort
- Weeks until next cohort
- The Operator path
- 5 minutes
Most of the AI course world sells you the answer before it has heard the question. We start with the question.
Don't fear the future. Build it.
Most of what gets written about AI is either marketing or doom. Both make people freeze. We do not want anyone to freeze. We want them to move.
So we wrote down the 100 skills we kept seeing in the people who actually got ahead, built a score around them, mapped them to the 300 strongest courses on the planet, and made the diagnostic free.
We do not sell courses. We do not own the training. We curate from people doing it better than us, and we tell you exactly where to start.
McKinsey argues that as AI handles more execution, human value shifts toward judgment and orchestration. That is not a threat. That is a promotion. You just need the map.
The team at PeraByte Labs, Amsterdam.
You can do this. We can help.
Common questions
Before you take the diagnostic.
Nothing right now. The diagnostic, your Operator Score™, and your Operator Playbook are all free. If we add paid features later, what is on this page today stays free.
Sources
Every number on this page traces to a published report.
- Google / IpsosAI Works for AmericaFeb 2026 ↗
- PwCAI Jobs Barometer2025 ↗
- Pew ResearchU.S. Workers Are More Worried Than Hopeful About AIFeb 2025 ↗
- OpenAIState of Enterprise AI 20252025 ↗
- World Economic ForumFuture of Jobs Report 20252025 ↗
- McKinseyThe State of AI2025 ↗
Every quantitative claim on this page links to one of the reports above. We do not invent stats and we do not run sample sizes ourselves — we cite the people who do.
Last thing
Stop guessing.
Build the Operator you want to be.
Five minutes. One inbox delivery. A clear answer to the question every professional is asking quietly: “Am I behind?”
Questions? [email protected]