VIBE CODING QA

Review AI-built software before it ships.

IILL reviews bugs, security boundaries, accessibility, search visibility, analytics and release risks in AI-built websites and apps. Start with a diagnosis, then choose mentoring or a focused code improvement.

Concept portfolio: A team mapping a working process with a whiteboard and laptops
Concept portfolio Concept portfolio: these brands are design and implementation demonstrations created by IILL, not client case studies or operating businesses.
Vibe coding audit report
From $9
Development mentoring
$39 per hour
Code and product improvement
$900–$9,000

See what we checked, and what remains unverified.

Inspection records from our own sites and a local restoration experiment. Each record states its date and scope.

Local file experiment, 2026-09-27

Restore files and detect tampering

Download the experiment code and results for three synthetic files, with hash and link checks. The detailed write-up is in Korean.

File-layer checks only. Production databases, servers and email recovery require separate verification.

Open the experiment (Korean)

Eight websites, each shaped around a different kind of trust.

The information and inquiry path that earns trust changes by practice. Open a card to explore the structure and screen in context.

Concept portfolio: these brands are design and implementation demonstrations created by IILL, not client case studies or operating businesses.

View portfolio

Clarity before scale. Evidence before expansion.

We turn uncertain ideas into testable product decisions, a disciplined first release, and production-ready software. The people making the decisions stay close to the work.

  1. 01

    Code review and QA

    Define the user, the problem, and the business outcome.

  2. 02

    Development mentoring

    Turn priorities into a focused first-release plan.

  3. 03

    Focused product improvement

    Design and build a launch-ready product experience.

Clarity before scale. Evidence before expansion.

We turn uncertain ideas into testable product decisions, a disciplined first release, and production-ready software. The people making the decisions stay close to the work.

  1. 01

    Code review and QA

    Reads the code and points out the risky spots and the edges that are easy to miss, recording what was checked and what remains unverified.

  2. 02

    Development mentoring

    Looks at the work in progress with you and decides the next single step, focusing on building judgment rather than handing over answers.

  3. 03

    Focused product improvement

    Picks one part of an existing site or tool and improves it in a way you can measure, preferring a narrow, verifiable change over a large rewrite.

Notes kept alongside the work

Account handover, recovery, conversion measurement. Working through the questions you meet in operations, with code and docs.

All articles

Bring us the problem, not a finished brief.

We consider new products, web services, applied AI, and digital brand engagements. Share the context, goal, timeline, and expected scope; we will suggest the most useful next step.