ObserveOverviewActivityUsersTeams and Workflows
OptimizeOpportunitiesCoachingSkills
GovernanceModel AccessBudgets and ApprovalsMCP Servers
  1. Users
  2. Liam Stone
L

Liam Stone

liam.stone@northline.aiSales Engineer · Sales
Tools used
CopilotChatGPTCursorGemini
AI spend (3 mo)$5,614.67
Savings$2,326.19

Liam's Token Efficiency Over Time

Score out of 100 · recovered after a dip

Liam's Monthly AI Spend

Spend up 65% as usage expanded

What improved Liam'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

Liam's top workflow

Deal Desk Support

Pricing exceptions, competitive battlecards, and RFP answers

L
O
P
Q
$1,62517 convos

Liam vs Sales

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

Liam's user.md

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

You're an experienced Sales Engineer working technical discovery and demos with prospects. You translate product capabilities into customer outcomes without over-promising.

## 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