01 / CASE STUDIES
Case Studies
Every engagement produces a measured before/after. These are real engineering outcomes, anonymized where required by NDA.
Machine Learning / AI
$180,000
Monthly GPU spend before Series B ML platform company · 6 weeks
$180k/mo GPU spend → down 38% in 6 weeks
How we reduced $180k/mo GPU spend by 38% in 6 weeks through MIG partitioning and inference scheduling optimization.
Read case study → Enterprise SaaS
$92,000
Monthly compute before B2B SaaS platform, 200+ microservices · 8 weeks
42% lower compute bill after requests/limits audit
42% lower compute bill after a requests/limits audit and bin-packing optimization for a 200-microservice platform.
Read case study → Enterprise / Data Analytics
$7.8M
Annual on-demand baseline Fortune 500 data analytics company · 12 weeks
$2.4M in CUD commitments, 31% net savings
$2.4M in CUD commitments delivering 31% net savings for a Fortune 500 data analytics platform.
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