How are hours tracked and billed?

We use time-tracked reporting shared weekly. You see exactly where hours go — strategy, architecture, hiring, or execution. Billed at the start of each month.

What happens if we need more hours?

Additional hours are billed at your tier rate. We flag it before going over so there are no surprises.

Can we change commitment length mid-engagement?

Yes. You can move to a longer commitment at any renewal point. Downgrading requires 30 days notice.

Do you work with AI-first or AI-enabled companies?

Yes — and it's a core strength. We have deep experience designing agentic systems, LLM pipelines, and AI-native product architectures.

Is vibe coding just hype?

No. AI-assisted development is delivering real, measurable productivity gains right now. But the results depend heavily on how you integrate it. Teams that throw AI tools at engineers without changing workflows see minimal gains. Teams that redesign their development process around AI see transformational results.

Will vibe coding replace software engineers?

No. It changes what engineers spend their time on — less boilerplate and syntax, more architecture, system design, and judgment calls. Engineers who can direct AI effectively are more valuable, not less. The ones at risk are those who only know how to follow scripts.

How do we maintain code quality with AI-generated code?

Through rigorous code review processes, automated testing, security scanning, and clear guidelines for when to use and when not to use AI generation. We help you build these guardrails into your workflow.

What tools do you recommend for vibe coding?

It depends on your stack and team. We evaluate tools like GitHub Copilot, Cursor, Claude Code, Windsurf, and agentic frameworks against your specific needs. We do not have vendor allegiances — we recommend what works.

Services

Vibe Coding& AI-Powered Development

AI-assisted software development that makes engineering teams 3-10x more productive.

Read Our Thinking

Vibe coding is the practice of using AI tools — code generation, AI pair programming, automated testing, and agentic development workflows — to dramatically accelerate software development. It is not about replacing engineers. It is about amplifying their impact so a team of 5 can ship what used to require 15.

What is vibe coding?

Vibe coding refers to AI-assisted software development where developers describe what they want in natural language and AI tools generate the code. This includes tools like GitHub Copilot, Cursor, Claude Code, and agentic development workflows. The term captures the shift from writing every line by hand to directing AI to build what you envision — working at the level of intent rather than syntax.

Why vibe coding matters for your business

Teams that adopt AI-assisted development are shipping 3-10x faster. This is not hypothetical — it is measurable. The companies that figure out how to integrate AI into their development workflow gain a compounding speed advantage. The companies that do not fall further behind each quarter. The gap is already large and growing.

The risks of vibe coding done wrong

AI-generated code without engineering judgment creates technical debt at machine speed. The risk is not that AI writes bad code — it is that teams accept AI output without understanding it. This leads to security vulnerabilities, performance problems, and systems that nobody on the team can debug. Vibe coding requires more engineering skill, not less.

How we help teams adopt vibe coding

We help engineering teams integrate AI tools strategically: selecting the right tools for your stack, designing workflows that maintain code quality, training engineers to review and direct AI output effectively, and measuring productivity gains. The result is faster shipping without sacrificing reliability.

What is included

AI development tool evaluation and selection
Agentic coding workflow design
AI pair programming best practices
Code quality gates for AI-generated code
Team training on AI-assisted development
Productivity measurement frameworks
Security review processes for AI code
CI/CD pipeline integration with AI tools

Common Questions

Related insights

Why AI Threatens Coders More Than Engineers Software Engineers Who Will Thrive in the AI-Powered Future From Script-Followers to Strategy-Makers

Ready to get started?

We work with a small number of companies at a time. If this is what you need, let's have a conversation.