Technical Audits
Why a Technical Audit Is Critical in the Age of Vibe Coding
Published on November 21, 2025
We are living in a golden age of speed. With the rise of "vibe coding" and powerful AI assistants like ChatGPT, Claude, and GitHub Copilot, developers can create Apex classes, Lightning Web Components, and complex flows faster than ever before. It feels like magic. Features that used to take weeks are now deployed in days. But beneath this surface of rapid progress, a silent crisis is brewing inside many Salesforce orgs.
The Illusion of Perfection
AI is incredibly good at writing code that works. It passes the syntax check. It deploys without errors. It performs the specific task you asked for. But AI lacks context. It doesn't know your org's 10-year history. It doesn't understand the intricate web of dependencies between your Process Builders, Flows, and Apex triggers.
"Vibe coding"—the practice of rapidly iterating based on "feeling" and immediate output rather than rigorous architectural planning highlights this even more. We are seeing a ton of "spaghetti code" that looks clean on the surface but is not maintainable.
The 3 Silent Killers in AI-Accelerated Orgs
1. The "Happy Path" Bias
AI models are trained to solve the problem you describe. They rarely anticipate edge cases, null pointer exceptions in obscure scenarios, or bulk data processing limits unless explicitly prompted. You end up with code that works for 1 record but crashes for 200.
2. Security Blind Spots
AI often suggests solutions that bypass standard security checks (like `without sharing` classes) to "just make it work." Without a human audit, you might be exposing sensitive customer data without realizing it.
3. Duplicate Functionality
Different developers using AI might solve the same problem in three different ways: one uses a Flow, another an Apex Trigger, and a third a Record-Triggered Flow. This creates race conditions and makes debugging a nightmare.
Why a Technical Audit is No Longer Optional
In the past, technical audits were something you did once every few years or before a major migration. Today, with the velocity of AI-generated changes, continuous auditing is essential.
A professional Technical Audit by Overrly doesn't just look for syntax errors. We look for:
- Architectural Integrity: Is the new AI code scalable? Does it respect Salesforce governor limits?
- Security Compliance: Are FLS (Field Level Security) and sharing rules respected?
- Redundancy Checks: Identifying where Flows and Triggers conflict.
- Hardcoded Values: AI loves to hardcode IDs. We find them before they break your deployment to Production.
The "Vibe Coding" Trap: Speed vs. Stability
"Vibe coding" is fun. It's empowering. But in an enterprise environment like Salesforce, "vibes" don't scale. When you copy-paste a solution that "looks right," you are introducing a black box into your system.
Imagine your Salesforce org as a living organism. AI-generated code is like introducing new cells. If those cells don't share the same DNA (coding standards, error handling frameworks) as the rest of the body, they can mutate into cancer: uncontrollable technical debt that eventually paralyzes your operations.
How Overrly Can Help
We aren't anti-AI. In fact, we use AI tools daily to enhance our productivity. But we pair AI speed with human architectural oversight.
Our Technical Audit service is designed for the modern, fast-paced Salesforce environment. We use advanced scanning tools combined with expert human review to:
- Map your metadata dependencies.
- Stress-test AI-generated components.
- Refactor "spaghetti code" into reusable frameworks.
- Establish guardrails for future AI development.
Conclusion: Trust, but Verify
The future of development is hybrid: AI generation + Human verification. Don't let the charm of speed blind you to the risks of stability. If your team has been leaning heavily on AI for recent deployments, now is the time to pause and verify.
Don't wait for a "Limit Exceeded" error to tell you something is wrong. Contact Overrly today for a comprehensive Technical Audit and secure your Salesforce investment.
