About Us

Agentic automation engineering for serious operators

We build production-grade AI workflows with governance, security, and measurable outcomes. Not s. Not experiments. Real systems that run in operations.

⚡
Production
Security
Metrics
Integration
Governance
Engineering, not experimentation
Operating principles Core
Engineering first No shortcuts
Governance Built in
Outcomes Measured
Our Mission

Close the gap between AI promise and production reality

Enterprise AI spending is accelerating, but most agentic projects stall between "impressive pilot" and "production deployment." The gap isn't technology—it's engineering discipline.

We exist to close that gap. We bring the integration craftsmanship, governance controls, and operational rigor that turns AI experiments into production systems.

Teams don't need another AI vendor promising transformation. They need engineers who can ship systems that work, with controls that satisfy security teams, and metrics that justify continued investment.

What We Believe

  • Agents are software systems, not magic
  • Production-ready means governance-ready
  • One workflow, one outcome beats platform promises
  • Integration is the work, not an afterthought
  • Speed-to-value beats scope maximization
  • Measurable KPIs beat impressive pilots
What We Do

Agentic workflow automation, done right

We design, build, and operate AI agents that automate knowledge work—with the governance controls that enterprise buyers require.

Discovery & Planning

Map workflows, identify automation candidates, define KPIs, and assess data readiness. No building until success metrics are signed.

Agent Engineering

Build agentic workflows with real integrations, approval gates, and evaluation harnesses. Production architecture from day one.

Security & Governance

Implement OWASP LLM risk mitigations, NIST AI RMF alignment, audit trails, and approval workflows. Built-in, not bolted-on.

Production Launch

Deploy to production with monitoring, runbooks, and incident playbooks. SLOs defined, rollback plan ready, team trained.

Ongoing Operations

Monitor, optimize, and expand. Drift detection, cost management, evaluation regression testing, and incremental workflow rollouts.

Continuous Improvement

Monthly KPI reporting, quarterly roadmap planning, and systematic expansion to additional workflows. Not one-time delivery.

Why Us

What makes us different

Engineering, Not Experimentation

We treat agentic automation as a software engineering discipline, not an AI experiment. That means version control, testing, deployment pipelines, monitoring, and incident response—the same rigor you expect from any production system.

Governance-First

Security and compliance aren't afterthoughts. Every engagement includes OWASP LLM risk mitigation, audit trails, approval workflows, and evaluation harnesses. We satisfy security teams, not just business sponsors.

Vendor-Portable

We don't lock you into proprietary platforms. Our systems work across model providers (OpenAI, Anthropic, AWS, Google) and integrate with your existing stack. When models improve or prices change, you can adapt.

Outcome-Driven Packages

Every engagement has defined triggers, deliverables, and acceptance criteria. Fixed-fee packages where possible, milestone-based pricing for launches. You pay for outcomes, not hours.

Steve J. Ngoumnai - Founder & Principal Consultant
10+ Years DevOps Enterprise-Scale Systems
Leadership

Steve J. Ngoumnai

Founder & Principal Consultant

I started Machines & Cloud because I saw a gap: enterprises needed AI that actually ships to production, not just impressive pilots. With over a decade of experience in DevOps, cloud infrastructure, and automation engineering, I bring the operational rigor that turns AI experiments into production systems.

Background

AI Workflow Architecture Production-grade agentic systems Designs multi-step AI workflows with tooling integrations, approval gates, and audit-ready traces.
Cloud & Infrastructure AWS/GCP, IaC, CI/CD Builds secure, scalable foundations for AI systems, including network boundaries, secrets, and deployment automation.
Governance & Risk Controls Evaluation, audit, and safety Implements evaluation harnesses, policy checks, and rollback plans so AI behaves predictably in production.
Systems Integration Enterprise tools & data Integrates AI with real systems and data sources while enforcing permissions and traceability.
Connect on LinkedIn Book a Call with Steve
Who We Work With

Built for mid-market and early enterprise

We work best with organizations that can make decisions quickly and have real workflow complexity worth automating.

Company Profile

200-10,000 employees. Large enough to have meaningful workflow volume and compliance requirements. Small enough to move without endless procurement cycles.

Industry Focus

Financial services, insurance, SaaS/IT, retail, manufacturing, and B2B services. Verticals with high labor cost in knowledge work and clear operational metrics.

Decision Makers

COOs, CIOs, VP Operations, VP Engineering. Leaders who own KPIs, can approve production deployments, and want measurable outcomes—not AI theater.

Our Values

How we work

Ship It

Pilots don't count. Production does. We optimize for shipping real systems that run in operations.

Measure Everything

KPIs before building. Baselines before launch. Continuous measurement in production. If we can't measure it, we don't claim it.

Earn Trust

Governance controls aren't obstacles—they're how we earn the right to operate in production. We satisfy security teams, not just sponsors.

Stay Portable

No platform lock-in. No proprietary runtimes. Systems that work across providers and integrate with your existing investments.

Location

Based in Houston. Serving nationwide.

We're headquartered in Houston, Texas, with the ability to serve organizations nationwide. Most of our work is delivered remotely, with on-site engagement for discovery sprints and production launches as needed.

Our team combines experience in enterprise software, systems integration, and AI engineering—the combination required to ship agentic systems that actually work in production.

Get in Touch

support@machinesandcloud.com
(346) 248-8359
5718 Westheimer Rd Suite 1000, Houston, TX 77057
Service area: Houston + nationwide
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Ready to talk?

Start with a discovery call to discuss your workflows, KPIs, and governance requirements. We'll recommend the fastest path to production value.

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