Infrastructure Audit (Week 1-2)
- Cost analysis
- Performance profiling
- Architecture review
§ CSE · 05AI/ML · real receipts
Scaling AI Infrastructure for 100x Growth
Architected ML infrastructure that scaled from 1K to 100K daily predictions while reducing costs by 70%.
§ 01 — The Challenge
What we walked into.
Our AI client's models were gaining traction, but their infrastructure costs were unsustainable. At current growth rate, they'd burn through runway in 4 months.
- 01GPU costs exceeding revenue by 3x!
- 0215-minute inference time for complex models!
- 03No ability to handle traffic spikes!
- 04Manual model deployment taking days!
§ 02 — The Approach
How we shipped it.
We redesigned their ML infrastructure for efficiency, implementing intelligent caching and auto-scaling to dramatically reduce costs.
Optimization (Weeks 3-8)
- Model optimization
- Intelligent caching layer
- Auto-scaling implementation
Automation (Weeks 9-12)
- CI/CD for ML models
- A/B testing framework
- Cost monitoring
§ 03 — The Results
What it shipped.
The platform now serves 100K+ predictions daily at 70% lower cost with 50ms average latency.
“Drexus turned our biggest weakness into our competitive advantage. Our infrastructure costs are now 10x lower than competitors while being 100x faster.”
Dr. James L.Founder & CEO · [REDACTED]
VERIFIED100K+
Daily Predictions
$8K/mo
Infrastructure Cost
50ms
Inference Time
10 min
Deployment Time
§ 04 — Technology Stack
The stack, on the record.
ml
PyTorchTensorFlowONNX
infrastructure
KubernetesRayTriton
data
Apache KafkaRedisS3
monitoring
PrometheusGrafanaMLflow
§ 05 — Key Outcomes
Receipts, filed.
Reduced infrastructure costs by 70%
Improved inference speed by 99.7%
Enabled 100x growth in predictions
Automated model deployment process
§ 06 — Related Receipts
More shipped work.
WANT · YOUR · OWN · RECEIPT
Hire us. Ship the work.
Every case study here started with a 30-minute discovery call. Tell us where you are; we'll point at the playbook that gets you to next week.
AVG RESPONSE 2H · BUSINESS HOURS · CET