Vibecoding builds fast.
Does it build safe?
Describe what you want, let AI write the code, ship it the same afternoon. It's a genuine step-change for how fast businesses can build software, and it quietly skips the checks that used to catch problems before they shipped.
2 minutes, plain English, no obligation. Mirrors what NZ cyber insurers ask in 2026.
Build faster. Unblock your team.
Ship more often.
Used well, AI-assisted development is a genuine multiplier, not just for engineers, but for anyone in the business with an idea worth testing.
Faster prototyping & MVPs
Ideas become working software in days, not sprints, letting you validate before you commit real budget.
A lower technical barrier
Subject-matter experts can build their own internal tools and automations without waiting on a development queue.
Senior engineers freed up
Less time on boilerplate means more time on architecture, integration, and the security decisions AI can't make for you.
Shorter iteration cycles
Test, ship, and learn in days: a compounding advantage for the businesses that adopt it well.
The same speed that helps you build
helps things go wrong, fast.
It's the same dynamic we see on the attack side: AI lets criminals generate malware variants faster than ever. The mirror image on the build side is just as real, and it's happening inside your own business.
Hallucinated dependencies
AI tools sometimes invent package names that don't exist. Attackers register those exact names with malicious code inside, a technique known as "slopsquatting."
Skipped fundamentals
Generated code routinely misses input validation and auth checks, and can leave API keys or secrets hardcoded in plain sight.
Shipped before reviewed
Generation outpaces review. Vulnerable code reaches production before anyone with security context has looked at it.
Shadow IT
Non-technical staff can now spin up internal tools and integrations entirely outside IT's visibility, and outside its protection.
Insurers are starting to ask about this. As AI-assisted development becomes normal, the controls cyber insurance underwriters expect (endpoint monitoring, security training, incident response readiness) matter more, not less. The business that "stayed too small to target" is the same business shipping AI-written code it never reviewed.
[03:02:41] AI agent: installing dependency fastify-helper-utils (suggested, not verified)
[03:02:42] package resolved from public registry: 0 stars, published 4 days ago
[03:02:55] build succeeded: deployed to production
[MDR] anomalous outbound connection from build server flagged
[MDR] SOC analyst engaged: connection blocked, host isolated
[MDR] incident contained: report queued for client
AI doesn't review what it writes. Something else has to.
Vibecoding without guardrails
vs. vibecoding with Anvil.
Without Guardrails
- ×AI-suggested dependencies installed unchecked
- ×Secrets & API keys left in shipped code
- ×No visibility into dev endpoints or cloud workloads
- ×Staff untrained on AI-driven phishing & social engineering
- ×You find out after the breach, not before
Vibecoding With Anvil
- ✓Bitdefender MDR watching the endpoints & cloud where your code runs
- ✓Usecure security-awareness training across your whole team
- ✓24×7 SOC monitoring behaviour, not just known signatures
- ✓A free Risk Assessment showing exactly where you stand
- ✓Real specialists on call, no jargon
Vibecode safely with the
two services that close the gap.
One watches what your systems do. The other makes sure your people know what not to click. Together they cover the technical and human sides of the risk AI-assisted development opens up.
Bitdefender MDR & XDR
Delivered by Anvil Solutions
- 24×7 SOC monitoring across endpoint, cloud, identity, network and Microsoft 365 / Google Workspace
- Enhanced Detection & Response: behaviour-based, not signature-only, so new and AI-generated threats get caught too
- Monthly actionable reporting with full transparency into the team working for you
12 years partnered with Bitdefender, who led the 2024 MITRE Engenuity ATT&CK Evaluations for Managed Services with the highest scored actionability and least noise.
Usecure Awareness Training
Delivered by Anvil Solutions
- Phishing simulations that mirror real, AI-driven social engineering attacks
- Bite-sized training modules staff actually finish, with measurable risk scoring per person
- Policy management and dark-web breach monitoring, so exposed credentials don't sit there unnoticed
Your code can be scanned by tools. Your people need training that keeps pace with how fast attacks are changing: that's the part automation can't cover.
MDR and training are the start.
Vibecoding and security,
in plain English.
What is vibecoding?
Vibecoding is building software by describing what you want in plain language and letting an AI tool generate the code, rather than writing every line by hand. It lets teams move from idea to working prototype far faster than traditional development.
What are the security risks of vibecoding?
AI-generated code commonly skips fundamentals like input validation and auth checks, can hardcode secrets and API keys, and may reference hallucinated package names that attackers register as malicious look-alikes (a technique known as slopsquatting). Because generation is so fast, code often reaches production before anyone with security context reviews it.
How does Bitdefender MDR help with risks from AI-generated code?
Bitdefender Managed Detection and Response (MDR), delivered by Anvil Solutions, provides 24x7 behaviour-based monitoring across endpoints, cloud, identity and network. So if a vulnerability or malicious dependency in AI-generated code is exploited, a global SOC team detects and responds to the resulting activity in real time, not just to known signatures.
What is Usecure and how does it relate to vibecoding risk?
Usecure is a security awareness training platform covering phishing simulation, bite-sized staff training, policy management, and breach monitoring. As AI lowers the skill bar for both building and attacking, training your whole team to recognise social engineering and unsafe practices closes the human side of the gap that technical tools alone can't cover.
What is Anvil's Cyber Insurance Risk Assessment?
A free, two-minute self-assessment that mirrors the questions New Zealand cyber insurance underwriters ask in 2026, covering MFA, endpoint security, monitoring, email protection, backups and more. It produces an insurance-readiness score and an indicative SMB1001:2026 certification tier, available at risk.anvil.net.nz.
A straightforward,
no-jargon chat.
Building with AI assistance and want a second opinion on what it's exposing? Get in touch with the Anvil Solutions team. No sales script, just a real conversation.
Mon–Fri, business hours ✉ info@anvil.net.nz
We reply fast 📊 Free Cyber Insurance Risk Assessment
risk.anvil.net.nz, 2 minutes 🌐 anvil.net.nz
Full services & company info
Wellesley St, Auckland 1141, New Zealand