AWS & AI Infrastructure, Fixed Scope

We build the AWS infrastructure your AI workloads are quietly missing.

Four productized services for engineering teams running — or trying to run — AI agents, LLM workloads, and data pipelines on AWS: observability, autonomous agent deployment, data stack builds, and infrastructure migration. Fixed price. Fixed timeline. You own every deliverable, no vendor lock-in.

See the services Get in touch

What we build

Four fixed-scope engagements

AWS CloudWatch AI & LLM Observability

$2,500 one-time · $500/mo managed

Real-time visibility into LLM token consumption, latency, and per-model cost distribution for teams running multi-agent AI on AWS Bedrock.

Zero-key CloudWatch IAM telemetry (iam.tf) — least-privilege instance profiles, no hardcoded credentials
Multi-widget dashboard (dashboard.tf): token consumption by model, live USD cost accumulation, pricing matrix
Automated cost-anomaly and latency alarms to Slack/PagerDuty

Done-For-You Autonomous AI Agent Deployment

$3,500 – $12,500+ (3 tiers)

A self-managing, multi-agent AI workforce deployed directly into your own AWS account — zero-key IAM, Terraform IaC, GitHub Actions CI/CD, PM2 process management.

Terraform IaC package: EC2 provisioning, zero-key Bedrock IAM roles, scoped security groups
GitHub Actions CI/CD: automated lint, validation, zero-downtime deploy
Tiered scope — from a single agent daemon to a multi-agent suite with custom CRM/Slack/DB integrations

Modern Data Stack Starter Sprint

$5,000 fixed scope · 2 weeks

An enterprise-grade AWS data lakehouse foundation, built and handed over in a fixed two-week sprint.

Terraform IaC foundation: modular S3 buckets (raw/staging/analytics), IAM roles, security groups
Redshift/Athena schema design, table partitioning, dist/sort key strategy
dbt core transformation layers with automated data quality tests
Airflow/Step Functions orchestration with failure alerts and retry logic

Enterprise AWS Infrastructure Migration

$10,000 fixed scope · 4 weeks

Get off legacy on-prem, bare-metal, or unmanaged EC2 infrastructure permanently — a complete, production-hardened AWS migration with zero-downtime cutover.

Week 1 — full infrastructure audit and risk-scored migration blueprint
Week 2 — Terraform foundation: VPC, ECS Fargate, RDS Multi-AZ, ALB, WAF
Week 3 — containerized service migration, blue/green deploy, zero-downtime DB migration via AWS DMS
Week 4 — CloudWatch dashboard, SNS alerting, runbook, live team handover

How we work

Fixed price, fixed scope, no consulting-by-the-hour surprises

Everything is IaC

No click-ops. Every resource is reproducible, auditable, and version-controlled Terraform.

You own it

The full Terraform repo and runbooks are handed over. No vendor lock-in to us.

Zero-key security by default

IAM instance profiles, not hardcoded credentials — every engagement ships this way.

Observability included

You go live with real CloudWatch visibility, not flying blind on day one.

Get started

Tell us what you're running, and where it's hurting.

A short email is enough — what's running today, what's breaking or costing too much, and which of the four engagements above sounds closest to the problem.

[email protected]