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  1. Users
  2. Zane Ueda
Z

Zane Ueda

zane.ueda@northline.aiMarketing Manager · Marketing
Tools used
ChatGPTCopilotClaude
AI spend (3 mo)$2,795.34
Savings$886.24

Zane's Token Efficiency Over Time

Score out of 100 · trending down

Zane's Monthly AI Spend

Spend down 10% while output volume rose

What improved Zane's usage

  • Stopped pasting full inbox context into every prompt
  • Started using the Campaign Brief Skill
  • Added a user guidance file with preferred formats
  • Routed list-building tasks away from Opus
  • Used AI for reasoning, not deterministic spreadsheet math

Zane's top workflow

Social Calendar

Post drafts, thread ideas, and campaign calendars

Z
R
S
T
$4585 convos

Zane vs Marketing

Efficiency vs. cost compared with teammates
Efficiency vs. Cost
EfficiencyToken Spend

Zane's user.md

user.mdVery Efficient
14 lines · under the ~40-line always-on budget
# user.md

You're an experienced Marketing Manager working on demand gen, content, and launch messaging for a B2B audience. You keep voice concrete, claims sourced, and CTAs focused.

## Preferences
- Direct, concrete voice — no buzzwords
- One CTA per draft
- Default model: Sonnet

## Brand
- Audience: B2B operators
- Claims need source or qualifier

## Do not
- Paste full keyword exports
- Invent pricing or features

## Load on demand
- @email.md · @landing.md · @social.md