Case studies
Private Equity Case Study
How a $7B NYC PE firm made 150,000+ CRM records and decades of data usable by agents.
Portfolio monitoring · Network intelligence
100+
portfolio evaluations with no hallucinated answers
<60 sec
to return a relationship brief for a target
$0.03
model input cost per complete portfolio update
Read the case study
Linux Foundation Case Study
How Port of Context eliminated production agent failures with goose, Arcade.dev, and Code Mode.
100%
delivery with Code Mode, 56% without
~2x
cheaper per run, $0.20 vs $0.41
~3x
fewer input tokens, 31.8K vs 93.6K
Read it on aaif.io
Benchmarks
Public benchmarks are on the blog.
Code Mode against a CLI and raw MCP on the same Stripe tasks, context engineering measured, and more.