Without Surprise.
← The two-volume series

Scale Without Surprise · Volume I

Understanding Cost, Capacity, and Capability

Understand what you are buying, what your workloads need, and what useful work is worth. Build a clear view of cost, capacity, and capability before making the next decision.

Timothy O’Brien · 13 chapters · Parts I–II

Read Volume I View the contents ↓

Free online edition · Print and ePub editions forthcoming

Scale Without Surprise — Volume I: Understanding Cost, Capacity, and Capability. By Timothy O’Brien.
Volume I / 13 chapters

Inside Volume I

Understand the system.

  • Cloud economics & workload design
  • AI services, tokens & agentic systems
  • Hardware, databases & measuring value
A shorter path

The Visual Companion

Essential points and diagrams from all 13 chapters in this volume.

Download Volume I summaries ↓
Volume I · Chapters 1–13

Understanding Cost, Capacity, and Capability

START HEREIntroduction
Part IThe Decisions
01What Computing Costs
Summary · 4 minPDF ↓32 min full read
02Capacity Is a Decision
Summary · 3 minPDF ↓24 min full read
03The Players and the Vocabulary
Summary · 4 minPDF ↓22 min full read
Part IIUnderstanding the Work
04The Simplest Practice
Summary · 3 minPDF ↓14 min full read
05Knowing Your Workloads
Summary · 3 minPDF ↓15 min full read
06Built-In Tools
Summary · 3 minPDF ↓16 min full read
07AI Services and Token Capacity
Summary · 4 minPDF ↓22 min full read
08Measuring AI Workloads
Summary · 3 minPDF ↓20 min full read
09Orchestration and Agentic Topologies
Summary · 3 minPDF ↓15 min full read
10Specialized Hardware
Summary · 4 minPDF ↓24 min full read
11Exotic Hardware: Quantum and Emerging Capacity
Summary · 5 minPDF ↓26 min full read
12Databases and Data-Bound Technologies
Summary · 3 minPDF ↓25 min full read
13Measuring Value
Summary · 3 minPDF ↓19 min full read
From Understanding to a DecisionUsing the CompanionFurther ReadingGlossaryAbout the Author

Continue the series · Volume II

Managing Demand, Risk, and Scale

Explore Volume II