Most “Vibe Coded” applications are built on a single, fragile prompt. If the model hallucinates or the API goes down, the app is dead. In the VIBE framework, Intelligence (I) is scored across 4 vectors:
- Hallucination Resilience: Does the app validate the LLM output before it hits the UI?
- Model Governance: Is there a fallback strategy (e.g., Gemini 1.5 Pro to Gemini 1.5 Flash)?
- Prompt Injection Safety: How easy is it to “trick” the app into leaking system instructions?
- Latency Budget: Does the AI call bloat the TTI (Time to Interactive)?
The Intelligence Moat
At ProductBees, the Intelligence (I) dimension is the “Brain” of the audit. We don’t just ask “Is the code good?” We ask “Is the code resilient?”
If your Intelligence score is below 70, you’re not building a platform—you’re building a tech demo. To reach Platform Level 4, we’ve implemented the Multi-Agent Confidence Loop, ensuring that no single model’s hallucination can corrupt a VIBE score.
[!CAUTION] Audit Dimension: Intelligence (I) Never trust an LLM’s output directly in a SQL query or a system command. If we find an ‘eval()’ on an AI-generated string, your Intelligence score is a zero.
Next: Part 4 — Build Quality (B) Why ‘Vibe Coded’ usually means ‘Untested’.