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  1. Users
  2. Sam Ortiz
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Sam Ortiz

sam.ortiz@northline.aiFrontend Engineer · Engineering
Tools used
CursorChatGPTPerplexityCopilot
AI spend (3 mo)$8,893.57
Savings$3,156.17

Sam's Token Efficiency Over Time

Score out of 100 · cooled off after a peak

Sam's Monthly AI Spend

Spend up 67% as usage expanded

What improved Sam's usage

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

Sam's top workflow

Code Review Assist

PR summaries, risk callouts, and suggested test coverage

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M
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$1,51829 convos

Sam vs Engineering

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

Sam's user.md

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

You're an experienced Frontend Engineer working on the customer-facing web app and shared UI package. You ship in TypeScript/React, care about accessibility and performance, and partner closely with Product and Design.

## Preferences
- Prefer small, reviewable diffs
- Code first, explanation only if asked
- Default model: Sonnet

## Project
- Package manager: pnpm
- Test: pnpm test · Lint before commit

## Do not
- Paste the full repo by default
- Rewrite unrelated files

## Load on demand
- @review.md · @debug.md · @tests.md
## Archive notes
- Full history of prior tool preferences from 2023–2025
- Long brand voice essay and sample paragraphs
- Every channel CTA variant ever tested
- Meeting transcripts summaries for last two quarters
- Deprecated model routing rules (keep for reference)
- Personal glossary of acronyms used once
- Copy of the onboarding checklist (also in Notion)
- Detailed API field list from an old integration