AI Infrastructure · Clean Slate Architecture

Architecture of
Momentum.

Elite AI & Data infrastructure engineering. We replace fragile legacy pipelines and unmanaged SaaS bloat with zero-ClickOps Infrastructure as Code. Built to scale, engineered to last.

LATEST PRODUCTION METRIC: Rebuilt legacy voice AI pipelines into modern IaC, cutting API latency by 60% and slashing infrastructure spend by 40% on Day 1.

McDonald's Global Tech Alum·14,000+ Locations·Patent WO2017177203A1

Explore the Architecture

Chicago, IL

00:00:00

Velocity Made Good · J/99

VMG Systems

Technical consulting specializing in "Clean Slate" architecture, AI orchestration, and cloud automation.

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Automotive Voice AI

Principal Architect

V1 Delivered · 90-Day Build · 12-Mo Maintenance SLA

V1 delivered & shipped to production in a 90-day clean-slate rebuild tracked end-to-end in Linear. Complete architecture of the flagship AI coaching platform for automotive dealerships — 165+ commits, 40+ automated CI/CD pipelines, and 5 core services running on GCP Cloud Run under a 99.5% uptime SLA, cutting API latency by 60% and reducing Day-1 cloud infrastructure spend by 40%.

Principal Architect · V1 Delivered · 90-Day Build · 12-Mo Maintenance SLA

Past Engagement · Global QSR Technology

Drive-Thru Voice AI

Drive-Thru Systems SME & Co-Inventor (Patent WO2017177203A1) for the Automated Order Taker (AOT). Led the SPT ML vendor RFI (Omilia & Apprente) and integrated a 3-node Intel NUC Kubernetes edge cluster (AWS orchestrated), custom Signal Essence DSP Audio Board, HME comm systems, and the NewPOS API across the 10-store Chicagoland pilot for 14,000+ locations.

82%

Order Accuracy

14K+

Locations

Infrastructure Stack

GCPAWSVertex AITalos Linux K8sFluxCD GitOpsKyverno Zero-TrustMCP / A2A ProtocolsRust (Tokio / Axum)PythonFastAPITypeScriptReact NativeNext.jsKubernetesTerraformDockerSQLite WALpgvectorQdrantRedisLangfusePromptfooLinearTailscaleGeminiClauden8n

Core Consulting Capabilities

Clean Slate Infrastructure & AI Engineering

We design, build, and deploy production-grade cloud architectures for growth-stage ventures and enterprise teams.

Infrastructure as Code

100% Terraform-codified cloud setups on GCP and AWS. Zero ClickOps, zero unmanaged drift, and strict security rules from day one.

GCP · AWS · TERRAFORM · DOCKER

AI Pipeline Orchestration

Async Python / FastAPI backends integrating Gemini, Claude, and custom LLM evaluation frameworks with full Langfuse observability.

FASTAPI · GEMINI · LANGFUSE · ASYNC

Greenfield Rebuilds

Replacing fragile legacy systems and SaaS bloat with unified monorepos, automated CI/CD workflows, and sub-second API performance.

MONOREPO · CI/CD · 99.5% SLA

The Methodology

What is Clean Slate?

Clean Slate is VMG's engineering methodology: every engagement starts with Infrastructure as Code from day one. No ClickOps, no legacy baggage. A monorepo structure gives AI agents and engineers full context across the stack, and a strict Plan → Act → Validate loop prevents expensive mistakes before they ship. The result: resilient, production-ready systems built to last.

Architecture Diagnostics

Inquire About an Architecture Audit

We review your repository, cloud infrastructure, and AI pipeline topology to identify latency bottlenecks, security drift, and cost optimizations.

Methodology Details Book Diagnostic

Clean Slate Engagements

Ready to ship?

Your stack rebuilt. Production-ready and fully codified. No ClickOps. No shortcuts. Full IaC from day one.

Inquire About an Audit

Limited availability · Now booking Q4 2026 / Q1 2027 engagements

Architecture of Momentum.