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In the spotlight

Field guide for CEOs and CTOs

Achtung, Vibe Coding!

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Vibe coding lets anyone ship a beautiful board portal in a weekend. This 29-page field guide shows CEOs and CTOs what lives underneath the demo, and why governance software deserves zero tolerance for vibe-coded code.

Download the guide to discover:

  • What the 2025 research says about the security of AI-generated code
  • The Edibility Index: a five-criteria score that tells you when vibe coding is acceptable
  • Ten questions to ask any GRC vendor, plus a tear-out worksheet for your next meeting

Download the free field guide

What the 2025 research found
45%

of AI coding tasks produced code with a security flaw

2,038

highly critical vulnerabilities in ~1,400 live vibe-coded apps

19%

slower: experienced developers with AI, who believed they were faster

~72%

of developers say vibe coding is not part of their professional work

Research covered: Veracode (100+ language models, 80 coding tasks), Escape.tech (~1,400 vibe-coded apps in production), METR (controlled study of experienced developers) and the Stack Overflow Developer Survey, all published in 2025.

Inside the field guide

Seven chapters, one index, one tear-out worksheet

29 pages written for CEOs and CTOs who are about to sign with a GRC vendor, and want to know what is underneath the demo.

01

Mushroom season

How vibe coding arrived, and the honest case for it.

02

The Spore Theorem

Why junk code grows with prompts, not with features.

03

What lives underground

The eight stages of software a demo never shows.

04

Toxic lookalikes

The security evidence, from the lab and from the wild.

05

The forager's field guide

Visual, company and technical tells, and ten questions for any vendor.

06

The Edibility Index

A five-criteria score that tells you when vibe coding is acceptable.

07

In the kitchen

What serious coding looks like with AI, and how Admincontrol does it.

+

Tear-out worksheet

Score any application and take the vendor questions to your next meeting.

Key finding

45% of AI coding tasks produced code with a security flaw. Bigger, newer models were no safer.

Veracode tested more than 100 language models on 80 coding tasks. The flaws rarely show up in a demo. They show up later, in your data.

Find out more in the guide →

Questions the guide answers

What your next vendor demo will not tell you

  • Which of your applications can be vibe coded safely?
  • What are the tells that software was vibe coded?
  • Why does junk code grow with every prompt?
  • Which ten questions should you put to any GRC vendor?

Download to see the answers →

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The Edibility Index

When is vibe coding acceptable?

Score an application from 1 to 5 on data sensitivity, regulatory exposure, blast radius, irreversibility and lifespan. Add the five scores.

Level 1Edible raw
Level 2Edible, cooked
Level 3Handle with gloves
Level 4Toxic
Level 5Deadly

Board portals, data rooms, insider lists and whistleblowing channels score Level 5: zero tolerance for vibe-coded software. Download the guide to see all twelve applications graded.

Building got cheap. Knowing what to build didn’t. The most important product decisions we make are the ones where we say no. A prompt will never say no to you.Kristoffer Munthe Aasbø, Chief Product Officer, Admincontrol
Turn the field guide into action

Governance software built the serious way

Admincontrol Board Portal

Board work, from agenda to signed minutes

  • SOC 2 Type II covered, GDPR compliant, bank-grade security
  • Hosted in a private data centre in Norway by a Norwegian operator
  • AI drafting of agendas and minutes, and AI translation into English
Discover Admincontrol Board Portal →
Admincontrol Data Room

Due diligence, from first upload to signing

  • SOC 2 Type II covered, GDPR compliant, bank-grade security
  • Hosted in the EEA in a dedicated virtual private cloud
  • No public IP address exposed to the internet
Discover Admincontrol Data Room →

Questions about the field guide

What is vibe coding?

Vibe coding means building software by describing it to an AI and accepting what it produces, often without reading the code. The term was coined by Andrej Karpathy in February 2025.

What does the guide cover?

Seven chapters: how vibe coding arrived, why junk code grows with every prompt, the eight stages of software a demo never shows, the 2025 security evidence, the tells of vibe-coded software, the Edibility Index with twelve graded applications, and how serious coding uses AI. It ends with a tear-out vendor worksheet.

Who is the guide for?

CEOs, CTOs, CISOs and board secretaries choosing or reviewing software that handles board documents, deal data, insider lists or whistleblowing reports.

Is vibe coding always bad?

No. The guide makes the honest case for it: prototypes, campaign pages and internal tools are a perfect fit. The Edibility Index shows where the line sits.

Is the guide free?

Yes. Fill in the form at the top of this page and we will send the PDF to your inbox.

Take the Edibility Index to your next vendor meeting

Download the free field guide