02 — Vibe Coding & MVP

    AI got you 80% there. We build the other 20%.

    The part where it actually has to work.

    Vibe coding is real, and it's fast. AI tools can take you from idea to something that looks and feels like a product in days. But research consistently shows the same breaking point: around 80% completion, projects hit a wall. Security gaps, architectural flaws, edge cases that crash under real traffic. The code looks right. It runs locally. But it's not production-ready — and a room full of investors or a client about to sign a contract will find that out.

    80%

    of AI-generated code contains security vulnerabilities

    SUS VIBES Benchmark, 2025

    1.7×

    more issues in AI-generated code vs human-only

    CodeRabbit, 2025

    45%

    of all AI code contains security flaws

    Veracode, 2026

    25–40%

    more time spent reviewing AI-generated code

    Panto AI, 2026

    What AI gets right (the 80%)

    • UI and interfaces
    • Basic logic and flows
    • Boilerplate and setup
    • Looks good in a demo

    What AI misses (the 20%)

    • Security architecture
    • Data integrity
    • Edge case handling
    • Survives real-world traffic

    Senior engineering where AI stops short

    We're not here to replace your AI tools — we use them too. But we bring 15+ years of senior engineering judgment to the parts where AI consistently falls short. We review the architecture, close the security gaps, handle the complexity, and make sure what you demo is something you can actually build on.

    Whether you've got a half-built Cursor project, a Lovable prototype, or just a strong idea and a pitch date — we take it from "looks good" to "ready to show."

    Who this is for

    You have a pitch next week

    You need something that works under pressure, not just in the right browser on the right laptop.

    You've hit the complexity wall

    Your AI-built project got you far, but now it's breaking in weird ways and the AI keeps making it worse.

    You have an idea and a deadline

    No code yet, but you need a working MVP for a tender, investor meeting, or product launch. Fast.

    "Over 80% of AI-generated code contains security vulnerabilities before a senior engineer reviews it. We're that engineer."

    Our process

    Fast doesn't mean careless

    01

    Scope call

    Free, 30 min

    We look at what you have, what you need, and what's realistic before your deadline.

    02

    Architecture review

    We assess the AI-generated code for security gaps, structural issues, and what needs to be fixed vs rebuilt.

    03

    Build & harden

    We complete the missing 20% — security, edge cases, data integrity, production readiness.

    04

    Demo-ready delivery

    You walk into your pitch or meeting with something that works. Every time.

    Let's finish what AI started.

    Book a free 30-minute scope call. Tell us where you're stuck and we'll tell you exactly what it takes to get you over the line.

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