Vibe Coding Services

Your AI Builds the Code. We Ensure It's Right.

AI-powered development moves fast — but speed without structure creates technical debt, security gaps, and systems that don't scale. We provide the senior engineering expertise your AI dev team needs, without writing a single line of code.

The lifecycle

A Clean, Complete Quality Lifecycle

Three tiers that build on each other — choose the level of engagement that matches your team's maturity and needs.

01Architect

Build It Right

Strategic architectural guidance ensures every decision your AI makes is grounded in proven patterns, scalability principles, and security best practices.

02Specify

Define It Clearly

Detailed requirements and specifications give your AI tools — and your team — the clarity needed to build exactly what the business needs.

03Validate

Prove It Works

Rigorous QA tied directly to specifications catches what automated tests miss and ensures your product is truly ready for production.

Tier details

Choose Your Level of Engagement

Each tier builds on the previous — start where you need support most and expand as your team grows.

Tier 1

Architecture
Guidance

Your extended technical leadership — embedded in your workflow.

Embedded Architectural Guidance

We join your planning cycles and technical discussions as needed — shaping decisions before they become expensive mistakes.

Assessment & Solution Design

We evaluate what you're building, assess potential approaches and patterns, and provide clear direction aligned with your long-term goals.

Performance & Scaling Recommendations

As your project grows, we reevaluate implementation and hosting to keep performance strong and costs efficient.

Implementation Review

After your team builds, we review the architecture to ensure it meets standards and aligns with the agreed-upon design.

Risk Identification & Mitigation

We surface architectural risks early and propose practical solutions before they impact delivery or security.

Ideal For

Teams who want a fractional architect to ensure their systems stay stable, scalable, and secure.

Tier 2

Discovery &
Specification

Turn ideas into clear, buildable requirements.

Everything in Tier 1, plus:

Requirements Gathering

Meet with stakeholders to understand goals, constraints, and desired outcomes — bridging the gap between vision and execution.

Specification Writing

Produce detailed requirements, workflows, acceptance criteria, and edge cases — documentation your AI tools and developers can build from.

Impact Analysis

Evaluate how new features affect the current application, other systems, integrations, data flows, and overall security posture.

Cross-Application Considerations

Ensure enhancements don't break existing functionality or create hidden dependencies across your ecosystem.

Revision & Approval Cycles

We iterate with your team until documentation is fully approved, aligned, and ready for development.

Ideal For

Teams who have ideas but need help turning them into clear, actionable plans before development begins.

Tier 3

Full
Lifecycle

Ensure the final product matches the vision.

Everything in Tier 1 + Tier 2, plus:

Test Planning Based on Specifications

Build comprehensive test cases tied directly to the approved requirements — covering happy paths, edge cases, and error scenarios.

Functional Testing

Verify that every delivered feature behaves exactly as expected across all defined acceptance criteria and workflows.

Regression Testing

Confirm new changes don't introduce regressions in existing functionality — critical when AI-assisted development moves fast.

Bug Documentation

Provide clear, reproducible bug reports with steps, screenshots, environment details, and expected vs. actual behavior.

Acceptance Support

Help your team confirm when a feature is truly production-ready with structured sign-off workflows and release checklists.

Ideal For

Teams who want confidence that their investment results in a high-quality, correct, and stable product.

Compare tiers

Full Feature Comparison

T1T2T3
Architecture
Architectural Guidance
Assessment & Solution Design
Performance & Scaling Recommendations
Implementation Review
Risk Identification & Mitigation
Discovery
Requirements Gathering
Specification Writing
Impact Analysis
Cross-Application Considerations
Revision & Approval Cycles
Quality Assurance
Test Planning
Functional Testing
Regression Testing
Bug Documentation
Acceptance Support
Who it's for

Built for Teams That Ship With AI

If your team uses AI to write code, our expertise ensures the output is enterprise-grade.

AI-First Development Agencies

You leverage AI tools like Cursor, Copilot, or Claude to build fast — but need senior oversight to ensure what ships is production-grade.

Startups Scaling Fast

You're moving quickly with a lean team and AI tools, but want to make sure you're not building on a shaky foundation.

Enterprise Teams Adopting AI

Your organization is integrating AI into the development workflow and needs guardrails to maintain quality, security, and compliance.

Solo Founders & Indie Hackers

You're building with AI but don't have a CTO or senior engineer to sanity-check architecture, specs, and quality before you ship.

Ready to Level Up Your AI Dev Team?

Find the right tier of engagement to give your team the structure and confidence to ship production-grade software at AI speed.