Software automation and agents,built by infrastructure engineers.

We come from platform and cloud infrastructure, so the agents and software we build are production-grade, secure, and compliant by default. Not bolted on after the fact.

5.0 · Google reviews
Security-first·Singapore & Australia· Production infrastructure
Canberra HQ --:--

Operational AI
is automation that runs in your business.

Software, agents, and workflows connected to your real systems and data. Not a sandbox demo. We build them with the same discipline we bring to cloud and platform engineering: secure, observable, and ready for production from the start.

Senior cloud and AI engineers in Australia and Vietnam. Embedded teams that scale delivery.

Architecture, security, and quality stay with senior engineers. Delivery scales through embedded teams across Australia and Vietnam. We work with businesses worldwide — with deep focus in Singapore and Australia — on automation and agents that run on production-grade infrastructure.

4+Years shipping production systems
AgentsMultiply what a small team ships
WorldwideRemote teams, SG & AU focus
24/7Production operations

What we build

Software automation and agents your teams run every day, on cloud infrastructure built to stay secure and reliable.

Workflow automation

Connect your tools, move data, and remove manual steps across finance, operations, and customer teams.

AI agents

Internal agents wired to your systems and data, with access control and audit trails built in from the start.

System integrations

APIs and connectors between CRM, ERP, internal tools, and the systems your business already depends on.

Custom software

Bespoke apps and internal tools when spreadsheets and off-the-shelf products stop scaling with you.

Production platform

Cloud infrastructure, CI/CD, observability, and compliance-ready architecture on AWS and Azure so automation stays up.

Most teams can demo AI.Few can run it inside the business.

The demo problem

Access to models is easy. Running agents and automation safely inside finance, operations, and customer systems is not.

  • Works in a chat window, not in your workflows
  • No SSO, access control, or audit trail on what AI does
  • Not connected to CRM, finance, or internal systems
  • No one owns it after the prototype

What cloud engineers build

Software automation and agents on the same foundations we use for production infrastructure. Secure and compliant by default.

  • Agents and workflows wired into real business processes
  • Security and compliance designed in from the start
  • Integrations with the systems you already run
  • Cloud platform, monitoring, and operations included
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Real systems. Real deployment.

Production automation and agents with outcomes you can measure. Each project: what we automated, what changed, and the platform it runs on.

Insights for builders.

Guides founders and engineering leaders use when deciding how to build — MVP cost, delivery models, AI agents, and automation that ships.

MVP Development Cost Australia & Singapore 2026
Software Development

MVP Development Cost Australia & Singapore 2026

An MVP in Australia costs $15k–$80k fixed-price depending on scope. $15k buys a lean prototype; $40k a production-ready web MVP in 6–10 weeks; $80k adds AI features and mobile. See 2026 rates by city.

From Idea to AI MVP: A Step-by-Step Guide for Non-Technical Founders
AI MVP

From Idea to AI MVP: A Step-by-Step Guide for Non-Technical Founders

With 80% of AI projects failing to deliver value, this founder-friendly roadmap shows how to plan, scope, and launch an AI MVP in 8–12 weeks — including the pitfalls that sink most first-time builds.

Why AI Projects Fail — and How to Build a Functional MVP That Actually Ships
AI Delivery

Why AI Projects Fail — and How to Build a Functional MVP That Actually Ships

RAND data shows 80% of AI projects fail to deliver value. This guide breaks down the 7 most common failure patterns and a practical operating framework used by the 15% of projects that actually ship to production.

Freelancer vs Agency vs In-House vs Offshore (2026)
Software Development

Freelancer vs Agency vs In-House vs Offshore (2026)

Hiring a senior developer in-house in Australia costs $134k–$230k/yr loaded (plus 8–16 weeks to hire). Freelancers run $120–$200/hr. Agencies $195–$250/hr. Offshore $35–$80/hr. Hybrid AU/VN saves 30–40%.

How Solo Founders Build Production AI Agents (Without a Team)
Entrepreneurship

How Solo Founders Build Production AI Agents (Without a Team)

How solo founders build production AI agents without a dev team: architecture for tool-calling agents, memory, evals, Hermes, OpenClaw, n8n orchestration, CRM wiring, guardrails, and when to bring in a fractional CTO.

n8n vs Zapier Pricing & Comparison 2026: Exact Costs, Plans, and Features
Workflow Automation

n8n vs Zapier Pricing & Comparison 2026: Exact Costs, Plans, and Features

n8n vs Zapier 2026 pricing comparison: n8n starts at $20/mo (2,500 executions) or free self-hosted. Zapier starts at $19.99/mo (750 tasks). See exact plans, integration counts, self-hosting options, AI features, and migration guide.

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Built for environments
where failure is not acceptable.

The same standards we bring to cloud infrastructure apply to every agent and automation we ship. Secure, auditable, and compliant by default.

Identity & access control

SSO, RBAC, and fine-grained permissions on agents and internal systems.

Secure deployment

Encrypted pipelines, private networking, and zero-trust architecture.

Audit & observability

Logging and monitoring on what your agents and workflows do, not just the infrastructure underneath.

Compliance-ready

Aligned with SOC 2, ISO 27001, and the regulatory frameworks your industry expects.

Canberra CBD, Global Headquarters
Canberra, Australia — Global HQ

Frequently asked questions

Direct answers about how we work, what we build, and who we serve. Worldwide, with deep focus in Singapore and Australia.

Tell us what you want to automatewith cloud engineers.

Describe the workflow, system, or process. We work with businesses worldwide — with deep focus in Singapore and Australia — and respond within 24 hours.

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