Northwind Group / People
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Klara Novak

Head of Sales · Sales

KN
ROI score
75Good

Efficiency is flat or down vs last month.

Recommendation

Review what changed vs last month (new model, new task type).

AI spend
€180
21% vs prior period
Yield rate
80%
Team average 59%
Cost per accepted unit
€3.21
Team average €5.24
Leverage vs last month
0.69
70 runs · 56 accepted · 3.1M tokens

Weekly AI spend

Human loops

Accepted94%
Rejected 6% · team 70% accepted
Guidance levelLow
Runs without result14%
Waste€91

ROI score breakdown

Yield 30%
80
Cost efficiency 25%
100
Trend 20%
24
Model fit 10%
62
Capability use 15%
100

Each component is scored 0–100; 50 means on par with the team median or flat vs last month. Good ≥ 70, Watch 40–69, Bad < 40.

Model mix: spend share vs token share

Premium reasoning model57% spend · 20% tokens
Standard model32% spend · 26% tokens
Fast small model11% spend · 54% tokens

Top skills used

  • Research synthesis
  • Translation
  • Code assist

Agents and MCP usage

  • CRM assistant150 runs
  • Spreadsheet agent38 runs