Your AI engineer role has been open ninety days. We ship the feature in six.
Bedrock RAG, GPU clusters, MCP servers, compliance baselines. Production code lands in your GitHub via PR. Free audit in forty-eight hours, fixed-price SOW in seven days.
- 50+
- AWS deploys live
- 6 wk
- Build to prod
- 48 hr
- Audit turnaround
Edge
CloudFront + WAF
Ingress
API Gateway
Compute
Lambda Routing
AI
Bedrock RAG
Retrieval
OpenSearch Vector
Custom Models
SageMaker / EKS
Data
Aurora + S3
Observability
CloudWatch + Langfuse
Eight things we ship to production
AWS, end to end. Audit through hand-over.
Bedrock RAG
Production retrieval-augmented generation. Eval harness on day one. Drift monitoring nightly.
GPU clusters on EKS
Self-hosted Llama, Mistral, or domain models. Auto-scaling. For workloads where Bedrock pricing or residency does not fit.
AI cost optimisation
Idle endpoints, oversized indexes, GPUs nobody owns. Documented wins your finance team can pass to the auditor.
MCP servers + agents
Multi-step agents and MCP servers exposing your SaaS to Claude and Cursor. Production code, not Streamlit demos.
Compliance baseline
PCI-DSS v4.0, HIPAA, SOC 2 patterns built in. Vendor-of-record on three SOC 2 Type II audits.
Observability
CloudWatch, Langfuse, OpenTelemetry, custom dashboards. You see model latency, cost per call, hallucination rate.
Region + data residency
EU, US, India. BAA-ready architecture. No public endpoints unless you ask.
DevOps + IaC
Terraform, CodePipeline, blue-green deploys. Your engineers ship via PR. Runbooks documented.
Real audits · numbers redacted from real invoices
The five line items we always find first.
Every AWS audit we have run since 2024 starts with the same five suspects. Together they save the typical Series B SaaS twenty-five to forty percent on month one. We document the wins for your finance team in plain English.
Read the AWS audit playbook- Idle Bedrock provisioned throughput$8,400 / mo$0 (on-demand swap)100%
- Oversized OpenSearch index$3,200 / mo$1,100 / mo65%
- p4d.24xlarge GPU left running$26,800 / mo$0 (auto-stop)100%
- Cross-region S3 chatter$1,900 / mo$240 / mo87%
- RDS instances no one owned$2,300 / mo$0 (retired)100%
Average month-one save · Series B SaaS
25–40%
Compliance is a configuration choice, not an upcharge
We have been the AI vendor of record on three SOC 2 Type II audits.
PCI-DSS v4.0
KMS-isolated tokens, scoped IAM, no PAN crossing model boundaries.
HIPAA / BAA
PHI redaction at ingress, on-prem inference for sensitive workflows, BAA-ready on day zero.
SOC 2 Type II
We have been the AI vendor of record on three audits. Model cards, drift logs, change tickets.
GDPR + EU residency
Region-locked Bedrock, EU-hosted vector store, right-to-erasure pipelines.
FedRAMP-aligned
GovCloud-ready Terraform if your roadmap heads that way.
A story we tell on first calls
Series B B2B SaaS. AI engineer role open ninety days. We shipped in five.
- Tickets ingested
- 2.1M support tickets · 4 years
- Latency p95
- 1.8s end-to-end
- Hire timeline
- AI engineer joined month four
- Bedrock spend
- 63% of forecast at month two
The CTO had been hiring an AI engineer for ninety days when we walked in. The board wanted a Bedrock-backed support feature live by quarter end. The agency they had been talking to quoted twelve weeks and a deck.
We delivered the audit on Wednesday. Architecture diagram, weekly plan, fixed-price SOW. Started the following Monday. The eval harness landed in the repo on day two — accuracy target locked in writing before any prompt engineering happened. By week five the feature was in production over two million tickets, latency under two seconds, and a model card already filed for the SOC 2 audit due in October.
The hire eventually joined in month four. By that time the feature had been in front of customers for two months and the team had a working pattern to copy. The engineer's first task was extending the agent — not building one. That sequence is the entire pitch.
What CTOs ask before signing the SOW
Real answers. Same ones we give on calls.
Ready when you are
Send us your AWS bill. We send back a twelve-page roadmap.
Forty-eight hours after the call you get architecture, week-by-week plan, cost estimate by service, and the parts we think are bad ideas. No deck. No follow-up unless you ask for one.
- 50+ AWS deployments shipped
- Andrew Ng credentialed founder · ex-EY
- SOC 2 vendor-of-record × 3
- Delaware C-Corp contracting · standard MSA