Music City Engineering

We build the platforms that let engineering teams ship faster and safer.

AI integration and platform engineering, proven across logistics, fintech, and SaaS. CI/CD, deployment safety, and reliability for cloud-native systems on AWS.

What We Do

• CI/CD & Deployment Safety: Deploy pipelines, reproducible builds, automated guardrails, and safe fleet rollouts with rollback, so shipping to production is a non-event.
• Platform & Developer Productivity: “Paved-road” runtimes and internal tooling so teams stop reinventing infrastructure and spend less time on toil.
• Cloud & Legacy Modernization: Serverless migrations and replatforming for aging systems, including EDI/B2B integration platforms, with zero-downtime cutovers and rollback that is a switch, not a redeploy.
• Reliability Engineering: Turning incidents into permanent, class-wide fixes; disaster recovery; observability that pages on real faults.
• AI-Augmented Delivery, with Guardrails: Automation that speeds engineering up without giving up control. Automated checks block known failure modes before they ship, the AI analyzes and recommends, and a person stays in charge of every change.

Proven Capability

• Fleet-scale delivery systems: Centralized deploy dispatchers, builds that come out the same in every environment, and guardrail/pre-merge check frameworks. On a ~150-function serverless fleet, this work eliminated a whole category of silent, skipped deployments.
• Zero-regression migration at fleet scale: A company-wide serverless modernization onto infrastructure-as-code, backed by a 300+ test framework whose characterization suite verified each migrated function behaved identically to the original before its cutover. Legacy versions were retired only after verification against live traffic paths.
• Reliability that outlasts the incident: Disaster recovery and forensic debugging that turn failures into permanent defenses. A production failure that logged no errors was diagnosed, then eliminated as an entire class across the fleet, with isolated dead-letter recovery added to 50+ event-driven functions.
• Enterprise fintech modernization: A modular Terraform templating engine that cut environment configuration time 40% and deployment cycle time 30%, Redshift and ETL optimizations that improved data processing speed 25%, service-health dashboards adopted by 15+ developers, and a Java 8 to 17 modernization of the core platform.
• AI systems engineered for efficiency: A hierarchical multi-agent development platform whose prompting was re-architected to cut operating cost ~70% with no loss of capability. The same discipline we bring to client AI adoption: measure it, guard it, and make it earn its keep.
• Paved-road platforms: Shared runtimes and dependency layers every service builds on, so engineers inherit the correct setup automatically rather than assembling it from scratch themselves.

Why Music City Engineering

We bring 15+ years of engineering experience across logistics, fintech, SaaS, defense, and IoT, focused on the CI/CD and developer-productivity platforms organizations build on, and on AI adoption they can actually trust. Remote-first, based in Nashville.