Devin launches three enterprise features to allocate AI spend by efficiency

At a glance

Devin introduced three new enterprise cost-control features. Instead of putting the same usage cap on everyone, they allocate spending based on how efficiently each engineer uses Devin and tell less efficient users what to fix.

Key points

1. 1

   Efficiency Score gives each engineer a 0 to 100 rating based on recent Devin use.

2. 2

   Devin Coach flags mistakes such as vague requests or picking an expensive mode for a simple task before a prompt runs, and suggests fixes.

3. 3

   Engineers with good efficiency grades get their limits raised automatically as they near them, up to a ceiling the admin sets.

4. 4

   The score also credits investigation and planning work that leaves no PR (a code change request) by estimating the hours a human would have needed.

Why it matters

Blanket caps hold back engineers who use AI well, so these features let companies control costs while giving more room to the most efficient users.