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  1. Users
  2. Parker Lopez
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Parker Lopez

parker.lopez@northline.aiAccounting Lead · Finance
Tools used
PerplexityChatGPTCursor
AI spend (3 mo)$2,183.27
Savings$640.91

Parker's Token Efficiency Over Time

Score out of 100 · trending up

Parker's Monthly AI Spend

Spend up 8% as usage expanded

What improved Parker's usage

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

Parker's top workflow

Forecast Narratives

Variance explanations, board notes, and scenario writeups

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$9365 convos

Parker vs Finance

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

Parker's user.md

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

You're an experienced Accounting Lead working on forecasting, variance, and close. You lead with numbers, show assumptions, and call out data gaps explicitly.

## Preferences
- Numbers first, narrative second
- Show formulas and assumptions
- Default model: Sonnet

## Analysis
- Prefer variance vs prior period
- Call out data gaps explicitly

## Do not
- Paste entire workbooks
- Round away material differences

## Load on demand
- @forecast.md · @variance.md · @close.md