◑ AI & Automation
AI & Automation is a Foundation-phase founder capability in the SKILLOS registry (category: new). Cross-references: 4 frameworks, 4 key metrics, 5 templates, 2 case studies, 3 mastery signals. Substrate applicability: 197 countries × 60 verticals × 99 SKILLOS sectors.
🔧 Frameworks
- Build vs. Buy vs. Fine-tune Decision Matrix
- AI Risk & Safety Assessment
- Automation ROI Calculator
- LLM Provider Evaluation Framework
📊 Key Metrics
- Tasks automated per FTE equivalent
- AI inference cost per unit of output
- Model accuracy vs. human baseline
- Automation error rate & recovery time
📋 Templates
- AI use case prioritization matrix
- LLM evaluation rubric
- AI governance policy
- Prompt engineering standards doc
- Automation ROI calculator
💡 Case Studies
Klarna's AI assistant handles two-thirds of all customer service chats — equivalent to 700 full-time agents — reducing average resolution time from 11 minutes to 2 minutes
A controlled study found that 96% of developers using Copilot completed tasks faster; code acceptance rate among professional developers averaged 30%
Evaluate LLM providers on: latency, cost, context window, fine-tuning availability, and data privacy SLAs. The cheapest model per token is rarely the cheapest model per correct output.
🎯 You've mastered this when…
- Manual tasks taking >2 hours/week are automation candidates
- AI error rate falls below domain-expert error rate
- AI output quality enables new product features not previously possible
Related skills in the Foundation phase
Frequently asked about AI & Automation
What phase of the founder journey does AI & Automation belong to?
It is a Foundation-phase skill in the SKILLOS registry. The seven phases are Foundation, Discovery, Capital, Build, Growth, Revenue, and Scale.
What are the most useful frameworks for AI & Automation?
The four canonical frameworks are: Build vs. Buy vs. Fine-tune Decision Matrix; AI Risk & Safety Assessment; Automation ROI Calculator; LLM Provider Evaluation Framework.
How do I know when I have mastered AI & Automation?
Mastery signals include: Manual tasks taking >2 hours/week are automation candidates; AI error rate falls below domain-expert error rate; AI output quality enables new product features not previously possible.
Which sectors does this skill apply to?
All 99 SKILLOS sectors — from AI & Machine Learning to Emerging Consumer Technology. The skill applies across every vertical in AJG's substrate of 197 countries and 60 commerce verticals.