AI Skill Ranking MVP

Discover the AI skills worth learning now.

A clean navigation-style directory for ranking practical AI skills by impact, adoption, and real-world use cases.

Tracked Skills50

Local JSON data today, ready for Hermes updates tomorrow.

Fresh Signals

Latest Updated Skills

Recently refreshed skills with current descriptions, use cases, and learning context.

Leaderboard

Skill Ranking

Scores are temporary MVP data and can later be refreshed automatically.

Productivity96
#1

Prompt Engineering

Design clear, testable prompts that guide AI systems toward reliable outputs.

Use caseBuild reusable prompts for research, writing, coding assistants, and internal workflows.
Engineering94
#2

Retrieval-Augmented Generation

Connect language models with trusted documents, knowledge bases, and search results.

Use caseCreate AI assistants that answer with company-specific knowledge and cite source material.
Automation92
#3

AI Agent Design

Plan goal-driven AI workflows with tools, memory, constraints, and feedback loops.

Use caseAutomate multi-step work such as lead research, QA checks, and report generation.
Operations89
#4

Workflow Automation

Use AI with no-code and API tools to reduce repetitive operational tasks.

Use caseRoute tickets, summarize customer messages, enrich CRM data, and trigger follow-up actions.
Development88
#5

AI Coding

Use AI assistants to generate, review, refactor, and debug software faster.

Use caseAccelerate feature scaffolding, tests, documentation, and codebase exploration.
Quality86
#6

AI Evaluation Design

Define repeatable checks that measure AI output quality, safety, and task success.

Use caseCompare model prompts, monitor regressions, and validate production AI workflows.
Data83
#7

Data Labeling Strategy

Structure annotation guidelines and review loops for high-quality training or eval data.

Use casePrepare datasets for classification, ranking, preference learning, or model evaluation.
Creative81
#8

Multimodal AI

Combine text, image, audio, and video models to solve richer content tasks.

Use caseAnalyze screenshots, generate campaign assets, summarize videos, and prototype creative tools.
Strategy79
#9

AI Product Management

Translate AI capabilities into product opportunities, risks, and measurable user value.

Use casePrioritize AI features, define success metrics, and coordinate design, data, and engineering.
Engineering78
#10

Context Engineering

Design the right instructions, examples, tools, and data context for AI systems.

Use caseImprove AI assistants by packaging task context, user intent, and source material clearly.
Engineering77
#11

Tool Calling

Connect AI models to APIs, functions, databases, and external systems safely.

Use caseLet assistants retrieve data, update records, run calculations, and complete structured tasks.
Quality76
#12

Structured Output Design

Make AI responses follow predictable JSON, schema, or template formats.

Use caseExtract entities, classify records, generate reports, and pass AI output into applications.
Marketing75
#13

AI Search Optimization

Optimize content so AI search, answer engines, and assistants can understand it.

Use caseImprove discoverability across AI answer engines, search snippets, and knowledge surfaces.
Data74
#14

Synthetic Data Generation

Create artificial examples for testing, training, privacy-safe demos, and edge cases.

Use caseGenerate sample support tickets, labeled examples, test data, and scenario coverage.
Strategy73
#15

Model Selection

Choose models based on quality, latency, cost, context, and integration needs.

Use caseCompare models for chatbots, extraction tasks, coding assistants, and workflow automation.
Quality72
#16

AI Safety Basics

Identify risks around hallucination, harmful outputs, privacy, and unsafe automation.

Use caseCreate guardrails and review steps before deploying AI features to users.
Operations71
#17

Prompt Versioning

Track prompt changes, experiments, outcomes, and rollback points over time.

Use caseManage production prompt updates for support bots, extraction flows, and AI agents.
Marketing70
#18

AI Content Strategy

Use AI to plan, produce, refresh, and measure content without losing quality.

Use caseCreate briefs, outlines, repurposed articles, email drafts, and content calendars.
Operations69
#19

Customer Support AI

Apply AI to ticket triage, response drafting, knowledge lookup, and case summaries.

Use caseReduce support workload while keeping complex or sensitive cases with human agents.
Sales68
#20

Sales AI Enablement

Use AI to research accounts, personalize outreach, summarize calls, and update CRMs.

Use casePrepare sales teams with faster research, better follow-ups, and cleaner pipeline notes.
Productivity67
#21

AI Meeting Summaries

Turn calls and transcripts into decisions, action items, risks, and follow-up notes.

Use caseSummarize team meetings, customer interviews, sales calls, and project reviews.
Research66
#22

AI Research Assistance

Use AI to gather sources, compare viewpoints, summarize documents, and form questions.

Use caseAccelerate market research, literature scans, competitive analysis, and decision memos.
Data65
#23

Document Analysis

Extract key facts, obligations, entities, and decisions from long documents.

Use caseReview contracts, policies, invoices, reports, and internal documentation.
Data64
#24

Classification Workflows

Use AI to assign categories, tags, priority, sentiment, or routing labels.

Use caseClassify tickets, leads, feedback, documents, and content moderation queues.
Product63
#25

AI Personalization

Adapt recommendations, messages, and product experiences to user context.

Use caseCreate tailored onboarding, content suggestions, learning paths, and product nudges.
Product62
#26

AI Onboarding Design

Help users understand what an AI feature can do and how to use it well.

Use caseDesign first-run experiences, examples, starter prompts, and expectation-setting copy.
Quality61
#27

Human-in-the-Loop Review

Design review workflows where people approve, correct, or escalate AI outputs.

Use caseAdd human checkpoints for support replies, financial actions, medical content, or legal review.
Strategy60
#28

AI Governance

Set policies, ownership, review practices, and risk controls for AI use.

Use caseCoordinate safe AI adoption across teams, tools, data sources, and vendors.
Operations59
#29

AI Cost Optimization

Reduce AI spend through routing, caching, prompt design, batching, and monitoring.

Use caseControl token usage and infrastructure costs for production AI applications.
Engineering58
#30

Embedding Strategy

Use vector representations for search, clustering, recommendations, and retrieval.

Use casePower semantic search, duplicate detection, content grouping, and RAG pipelines.
Engineering57
#31

Vector Database Basics

Store, index, filter, and retrieve embeddings for AI search and memory systems.

Use caseBuild knowledge retrieval, similarity search, and memory layers for AI applications.
Automation56
#32

AI Memory Design

Decide what an AI system should remember, forget, retrieve, and summarize.

Use caseCreate assistants that retain useful preferences, project context, and workflow history.
Product55
#33

AI UI Patterns

Design interfaces for prompts, suggestions, citations, drafts, feedback, and review.

Use caseBuild AI product interfaces that are clear, trustworthy, and easy to correct.
Quality54
#34

AI Feedback Loops

Collect user ratings, corrections, and examples to improve AI workflows.

Use caseTurn user corrections into prompt updates, eval cases, or dataset improvements.
Multimodal53
#35

Voice AI

Build AI experiences that understand, generate, or summarize spoken language.

Use caseCreate voice agents, call summaries, transcription workflows, and accessibility tools.
Creative52
#36

Image Generation Workflows

Use AI image tools to ideate, produce, edit, and review visual assets.

Use caseCreate concept art, ad variations, product mockups, thumbnails, and campaign visuals.
Creative51
#37

Video AI Editing

Use AI to cut, summarize, caption, translate, and repurpose video content.

Use caseTurn webinars, demos, and long recordings into short clips and social assets.
Operations50
#38

AI Translation and Localization

Translate and adapt content across languages, markets, tone, and cultural context.

Use caseLocalize support docs, product strings, marketing copy, and customer communications.
Productivity49
#39

AI Spreadsheet Analysis

Use AI to clean, summarize, explain, and transform spreadsheet data.

Use caseAnalyze CSVs, generate formulas, find anomalies, and create summaries for business users.
Data48
#40

AI Data Visualization

Use AI to suggest charts, explain trends, and turn data into visual stories.

Use caseCreate dashboards, exploratory charts, and executive summaries from structured data.
Operations47
#41

AI Knowledge Management

Organize internal knowledge so AI assistants can retrieve and explain it effectively.

Use caseImprove wikis, support docs, onboarding guides, and internal answer bots.
Automation46
#42

Agentic Browsing

Use AI agents to navigate websites, gather information, and complete browser tasks.

Use caseResearch competitors, monitor listings, complete forms, and collect public information.
Security45
#43

AI Security Review

Evaluate AI systems for prompt injection, data exposure, tool abuse, and unsafe actions.

Use caseReview AI apps before launch and monitor security risks in production workflows.
HR36
#44

AI Recruiting Assistance

Use AI to draft job posts, screen structured criteria, and summarize candidate notes.

Use caseImprove recruiting operations while keeping hiring decisions human-led and fair.
Productivity35
#45

AI Project Management

Use AI to summarize plans, surface risks, draft updates, and manage project context.

Use caseCreate status reports, meeting follow-ups, task breakdowns, and delivery risk summaries.
Development34
#46

AI Documentation

Use AI to draft, update, explain, and organize technical or product documentation.

Use caseGenerate API docs, changelog notes, onboarding guides, and codebase explanations.
Development33
#47

AI Testing Assistance

Use AI to propose test cases, generate fixtures, explain failures, and improve coverage.

Use caseSpeed up unit tests, regression checks, QA planning, and bug reproduction steps.
Product32
#48

AI Accessibility

Use AI to support captions, summaries, alt text, reading help, and adaptive interfaces.

Use caseImprove access to content and workflows for users with different needs.
Strategy31
#49

AI Ethics

Evaluate fairness, transparency, accountability, and social impact in AI decisions.

Use caseReview AI features for bias, user consent, explainability, and responsible deployment.
Strategy30
#50

AI Roadmapping

Plan a sequence of AI initiatives based on value, feasibility, risk, and readiness.

Use casePrioritize AI experiments, product features, automation projects, and platform investments.

Discovery

Random Recommended Skills

Refresh the page or choose a category to explore a fresh mix.

Browse

Categories

Explore skills by practical learning area and current top score.

Productivity4 skill

Top score 96

Engineering5 skill

Top score 94

Automation3 skill

Top score 92

Operations6 skill

Top score 89

Development3 skill

Top score 88

Quality5 skill

Top score 86

Data5 skill

Top score 83

Creative3 skill

Top score 81

Strategy5 skill

Top score 79

Marketing2 skill

Top score 75

Sales1 skill

Top score 68

Research1 skill

Top score 66

Product4 skill

Top score 63

Multimodal1 skill

Top score 53

Security1 skill

Top score 45

HR1 skill

Top score 36