Case Studies

Concrete outcomes from cloud architecture and AI engagements.

Public summaries of prior work, written in the same register as the engagements themselves. Numbers are as delivered. Client-confidential specifics are not published.

Cloud Cost Optimization Audit (representative engagement, anonymized)

AWS cost audit: Series B AI startup, $38.4K → $22.4K monthly

42% monthly AWS cut · 256× ROI

A two-week AWS spend review for a Series B AI startup took monthly cloud cost from $38.4K to $22.4K — a 42% cut, $192K annualized, at 256× ROI on the engagement fee.

  • AWS
  • Cost Optimization
  • FinOps
  • GPU
  • RAG
2-week engagement, $750 flat feeRead case study →

Senior AI Solutions Architect (contract) — Nordic Group

HIPAA-compliant AI IVR: 94-minute hold time down to 22 minutes

77% hold-time reduction

An AWS Bedrock-based AI IVR for a regional healthcare provider reduced average hold time by 77% — 94 minutes to 22 minutes — without adding intake staff.

  • AWS
  • Bedrock
  • Healthcare
  • HIPAA
  • IVR
8 months, kickoff to productionRead case study →

$60M+ closed · $200M+ influenced

Thirty-eight months as an AWS Partner Solutions Architect — $60M+ in partner contracts closed and $200M+ in customer cloud spend influenced across an enterprise and AI-native portfolio.

  • AWS
  • Partner Architecture
  • GenAI
  • Enterprise
38 monthsRead case study →

A100 multi-GPU production with vLLM

An Azure LLMOps platform for the NHL with multi-GPU training, vLLM inference on AKS, and per-request cost attribution — taking production GenAI from notebooks to a defensible service.

  • Azure
  • LLMOps
  • vLLM
  • Distributed Training
  • Sports & Media
In-flight engagementRead case study →

Next step

Work like this, applied to your situation.

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