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Lena Fischer

Head of Product · Product

LF
ROI score
72Good

Efficiency is flat or down vs last month.

Recommendation

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

AI spend
$318
5% vs prior period
Yield rate
71%
Team average 61%
Cost per accepted unit
$6.58
Team average $8.83
Leverage vs last month
0.79
68 runs · 48 accepted · 4.4M tokens

Weekly AI spend

Human loops

Accepted85%
Rejected 15% · team 72% accepted
Guidance levelLow
Runs without result16%
Waste$92

ROI score breakdown

Yield 30%
71
Cost efficiency 25%
81
Trend 20%
33
Model fit 10%
100
Capability use 15%
91

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 model23% spend · 8% tokens
Standard model58% spend · 46% tokens
Fast small model19% spend · 46% tokens

Top skills used

  • Meeting notes
  • Research synthesis
  • Translation

Agents and MCP usage

  • Docs MCP67 runs
  • Web research agent181 runs