Transparent Communication
No vanity metrics, no overselling. We give you honest assessments, clear timelines, and straightforward pricing from day one.
We're a team of experienced engineers who review, consult on, secure, and maintain AI-generated code — so you ship with confidence, not crossed fingers.
Comprehensive technical services and consultancy to review, augment, maintain, and guide your AI-assisted development — from prototype to production.
Dedicated Consultancy
From migration planning to platform decisions and governance, our consultancy engagements help you make high-confidence technical choices and reduce delivery risk.
Expert human review of AI-generated and vibe-coded projects to catch vulnerabilities, technical debt, and architectural flaws before they cost you.
Learn moreSkilled engineers, architects, and specialists embedded into your team — ready to contribute from day one.
Learn moreOngoing maintenance, monitoring, and evolution of your software — so you can focus on growth, not firefighting.
Learn moreStrategic technical consultancy from engineers who understand modern architectures, cloud infrastructure, and AI-era development challenges.
Learn moreCompanies shipping vibe-coded projects without expert review face serious risks. These are the patterns we see across the industry — and exactly what our reviews are designed to catch.
AI-generated code often includes hardcoded secrets, SQL injection vectors, and missing input validation — creating entry points attackers actively exploit.
LLMs frequently reference packages that don't exist or use deprecated APIs, leading to supply-chain risks and runtime failures in production.
Without architectural intent, vibe-coded projects become monolithic tangles of duplicated logic, circular dependencies, and zero separation of concerns.
Most AI-assisted projects ship without meaningful tests, making every change a gamble and every deployment a potential production incident.
AI models may reproduce licensed code verbatim, exposing your company to intellectual property violations and regulatory non-compliance.
Code that works for 100 users often collapses at 10,000. AI doesn't design for scale — it generates the fastest path to 'it works on my machine.'
Deep, hands-on experience across the modern stack
We combine deep technical skill, consultancy insight, and a startup's hunger to deliver. Every client matters to us.
Our team members bring years of professional experience across diverse industries and tech stacks.
Every review follows a systematic methodology covering security, architecture, performance, and maintainability.
Deep understanding of LLM-generated code patterns and their unique failure modes. This is our specialty.
We respect your timelines. Most engagements kick off within days, not weeks.
Clear pricing, honest assessments, regular updates. You'll always know where things stand.
Not sure yet? Start with a small engagement — a single code audit or a short-term contractor — and see our work firsthand.
A proven process from discovery to delivery
We learn about your codebase, your business goals, and the specific challenges you're facing. No sales pitch — just an honest conversation.
Based on what we learn, we put together a clear scope, timeline, and pricing. You'll know exactly what you're getting before we start.
Our engineers get to work — whether it's reviewing code, joining your team, or maintaining your systems. You'll have direct access to the people doing the work.
We deliver results, walk you through our findings or work, and make sure you're set up for long-term success. Ongoing support is always available.
We learn about your codebase, your business goals, and the specific challenges you're facing. No sales pitch — just an honest conversation.
Based on what we learn, we put together a clear scope, timeline, and pricing. You'll know exactly what you're getting before we start.
Our engineers get to work — whether it's reviewing code, joining your team, or maintaining your systems. You'll have direct access to the people doing the work.
We deliver results, walk you through our findings or work, and make sure you're set up for long-term success. Ongoing support is always available.
We're a young company, and we know trust is earned. Here's how we approach every engagement.
No vanity metrics, no overselling. We give you honest assessments, clear timelines, and straightforward pricing from day one.
We don't just advise — we write code, review pull requests, and ship alongside your team. Every engagement is hands-on.
Our team deeply understands the patterns, pitfalls, and failure modes unique to AI-generated code. This is what we specialize in.
Vibe coding refers to software development driven primarily by AI code generation tools (like Copilot, Cursor, or ChatGPT) with minimal human oversight. While these tools dramatically accelerate development, they often produce code with hidden security vulnerabilities, architectural anti-patterns, hallucinated dependencies, and zero test coverage. Without expert human review, these issues compound into critical production failures, data breaches, and unmaintainable codebases.
Our review process is thorough and systematic. We start with an automated security scan and dependency audit. Then our engineers conduct a manual review focusing on architecture, security, performance, and maintainability. You receive a detailed report with severity-ranked findings and a concrete remediation roadmap. For critical issues, we can implement fixes directly.
We move fast. For code audits, we can typically begin within a few business days of scoping. For staff augmentation, we match you with the right engineers based on your stack and needs — most engagements kick off within one to two weeks. If you have an urgent need, reach out and we'll do our best to accommodate.
Our team has deep expertise across the modern stack: React, Next.js, Vue, Angular on the frontend; Node.js, Python, Go, Java, Rust on the backend; AWS, GCP, Azure for cloud infrastructure; PostgreSQL, MongoDB, Redis for databases; and Docker, Kubernetes, Terraform for DevOps. We're always expanding our capabilities as technology evolves.
Our maintenance plans are tailored to your application's needs and can include monitoring, incident response, dependency updates, security patches, performance optimization, database tuning, and ongoing improvements. We provide regular health reports and architecture reviews. Every plan is customized based on your application's complexity and requirements.
Great question, and we respect the honesty behind it. Our team brings years of professional engineering experience across diverse industries and tech stacks. We've successfully delivered projects and stand behind our work with clear SLAs, transparent billing, and a commitment to quality. We're happy to do a small pilot engagement so you can evaluate our work firsthand — no long-term commitment required.
Get a comprehensive code audit or discuss how our team can help — completely free, no strings attached.