Northwind Group / People
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Jonas Weber

Head of Marketing · Marketing

JW
ROI score
59Watch

Cost per accepted unit is above the team median.

Recommendation

Compare this person's model mix to top performers on the team.

AI spend
€321
15% vs prior period
Yield rate
68%
Team average 70%
Cost per accepted unit
€9.11
Team average €7.09
Leverage vs last month
0.78
52 runs · 35 accepted · 4.7M tokens

Weekly AI spend

Human loops

Accepted79%
Rejected 21% · team 83% accepted
Guidance levelMedium
Runs without result14%
Waste€122

ROI score breakdown

Yield 30%
68
Cost efficiency 25%
31
Trend 20%
32
Model fit 10%
92
Capability use 15%
99

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 model32% spend · 11% tokens
Standard model51% spend · 41% tokens
Fast small model17% spend · 48% tokens

Top skills used

  • Code assist
  • Data analysis
  • Meeting notes

Agents and MCP usage

  • Knowledge base MCP177 runs
  • Ticket triage agent127 runs