AI execution needs engineering leadership.

Enso Dynamics helps companies turn AI strategy into shipped software: clear architecture, production systems, cloud foundations, and delivery practices that hold up in real operating environments.

The work combines executive level judgment with hands on implementation: defining the requirements, making the architecture decisions, building the critical pieces, and putting the validation loop in place so teams can move faster with AI without losing control.

Schedule a call Learn more

01Services

What we deliver.

Production AI systems

Hands on implementation of AI applications, model integrations, RAG pipelines, automation, and supporting cloud infrastructure designed for real production environments.

AI native software delivery

Practical workflows for using AI across specification, implementation, test, security, review, and release so teams can move faster without losing production control.

Fractional technical leadership

Senior level engineering leadership across architecture, cloud infrastructure, DevOps, AI adoption, execution strategy, and responsible production delivery.

02Execution model

Forward deployed engineering, embedded with the teams doing the work.

Many organizations struggle to operationalize AI because strategy, architecture, and implementation are disconnected from day to day engineering execution.

Enso Dynamics works differently.

We embed directly with teams to accelerate delivery, modernize workflows, and help organizations build real production systems using AI native engineering practices.

This model closely mirrors the emerging “Forward Deployed Engineer” approach being adopted by leading AI companies, where deeply technical operators work directly inside customer environments to bridge the gap between AI capability and real world execution.

What this looks like in practice

  • Embedded collaboration with engineering teams
  • AI native software development workflows
  • Rapid prototyping and production implementation
  • Cloud, infrastructure, and DevOps expertise
  • Architecture and systems design
  • Knowledge transfer and team enablement
  • Small, highly leveraged engineering engagements capable of delivering work traditionally requiring much larger teams

03AI native development

Building real software systems with AI.

AI changes far more than code generation alone. It fundamentally changes how software teams design, specify, implement, validate, and iterate on systems.

Enso Dynamics helps organizations adopt AI native development methodologies built around structured specifications, embedded implementation workflows, rapid iteration, and production grade engineering discipline.

The goal is not incremental improvement. The goal is fundamentally higher leverage software development.

This approach builds on methodologies originally explored through the Enterprise Vibe Coding Playbook, evolving them into a more structured framework for production grade AI assisted software development.

Areas of focus

  • AI assisted implementation workflows
  • Spec driven development
  • Acceptance driven engineering
  • AI native architecture and planning
  • Embedded developer enablement
  • Workflow modernization
  • Rapid iteration and delivery acceleration

04Founder

Led by Doug Kerwin.

Enso Dynamics is built around Doug Kerwin’s engineering practice, with trusted specialists brought in when an engagement calls for additional depth. Clients work directly with Doug across technical strategy, architecture, implementation, and AI native development workflows.

He is an engineering leader, architect, and AI native software builder focused on helping companies modernize software development and execution.

His work spans enterprise SaaS, cloud infrastructure, AI enabled systems, DevOps, and embedded AI development workflows — including senior engineering leadership at Fortune 500 scale.

Doug is the creator of the Enterprise Vibe Coding Playbook, which documents the AI native software development methodologies behind the work Enso Dynamics applies in client engagements.

05Contact

Let’s talk.

Whether you’re exploring AI native development workflows, modernizing engineering execution, or building production AI systems, Enso Dynamics can help accelerate the process.