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  1. Users
  2. Avery Quinn
A

Avery Quinn

avery.quinn@northline.aiRevenue Operations · Sales
Tools used
CursorClaudeCopilotGemini
AI spend (3 mo)$3,429.58
Savings$1,417.93

Avery's Token Efficiency Over Time

Score out of 100 · recovered after a dip

Avery's Monthly AI Spend

Spend up 58% as usage expanded

What improved Avery's usage

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

Avery's top workflow

Sales Outreach & Proposals

Prospect research, outbound drafts, and deal materials

A
E
R
C
$2,23014 convos

Avery vs Sales

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

Avery's user.md

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

You're an experienced Revenue Operations working mid-market and enterprise deals. You lead with prospect context, run crisp follow-ups, and escalate pricing carefully.

## Preferences
- Direct, specific, no hype
- One CTA per email
- Default model: Sonnet

## Outreach
- Lead with prospect context, not product pitch
- Keep follow-ups under 120 words

## Do not
- Paste the full CRM history
- Promise custom terms

## Load on demand
- @discovery.md · @proposal.md · @objection.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