Proficiency Levels

Your PRISM score maps to a proficiency tier that reflects your AI collaboration maturity.

The five tiers

Novice (0.0–2.9)

Characteristics:

• Vague, multi-task prompts (“fix everything and make it faster”)
• No file paths or function names in prompts
• Retry storms — repeating the same prompt when it fails
• No verification of AI output
• No use of CLAUDE.md, plan mode, or tools

Token impact: 3–5x more tokens than necessary

Practitioner (3.0–4.9)

Characteristics:

• Some specificity in prompts but still vague
• Occasionally reviews output before accepting
• Starting to use /compact for context management
• Limited recovery strategy when things go wrong

Token impact: ~2.5x baseline

Proficient (5.0–6.9)

Characteristics:

• Prompts include file paths and function names
• Single-task prompts most of the time
• Regular output review and test runs
• Uses plan mode for complex tasks
• Recovers from errors by adding constraints

Token impact: ~1.8x baseline

Expert (7.0–8.9)

Characteristics:

• Highly specific prompts with context, constraints, and expected behavior
• Consistent single-task decomposition
• Verification after every significant change
• Uses subagents and skills for delegation
• Maintains CLAUDE.md with project context

Token impact: ~1.3x baseline

Elite (9.0–10.0)

Characteristics:

• Prompts read like well-written tickets — specific, scoped, testable
• Minimal corrections needed
• Full verification workflow (tests, type-check, manual review)
• Expert use of all available tools and configuration
• Context management is second nature

Token impact: ~1x (baseline efficient usage)

Moving up tiers

The most impactful improvements by tier:

From	Focus on	Expected lift
Novice → Practitioner	Add file paths and function names to prompts	+1.5–2.0 PQ
Practitioner → Proficient	One task per prompt, run tests after changes	+1.0 PQ, +1.5 VD
Proficient → Expert	Use plan mode, CLAUDE.md, recovery strategies	+1.0 AF, +1.0 IE
Expert → Elite	Delegate with subagents, optimize context management	+0.5 AF, +0.5 TU

The biggest gains come early — moving from Novice to Proficient can cut token spend by 60%.