Your customers ask ChatGPT what to buy, Perplexity which brands to trust, and Google AI which option fits. The AI-generated answers are the only ones most buyers see.
Vibe Engine builds the infrastructure that makes your brand the answer.
Today, AI recommends.
Tomorrow, it transacts.
Infrastructure decides who wins.
We engineer the signals that make AI choose you.
We reverse-engineer how AI agents describe, rank, and recommend your brand, then map the queries actually driving revenue in your category. You'll see exactly where you're winning, where you're invisible, and where competitors are vulnerable.
Deliverable: Comprehensive Agentic Visibility Audit with detailed competitive gap analysis
We build your presence across the platforms and data sources LLMs actually draw from. Strategic content, structured data, and authority signals – built to influence how AI responds when buyers ask.
Deliverable: Platform-specific roadmaps with prioritized actions
Every AI interaction provides insights that we use to refine your strategy, strengthening your position and ensuring your ongoing growth over competitors.
Deliverable: Ongoing optimization with performance tracking
| Emerging Brands | Established Brands |
|---|---|
Predictable cost. Compounding returns. | Shared risk. Shared reward. |
One monthly fee | Retainer plus performance |
Complete selection infrastructure: strategy, architecture, optimization, ongoing refinement. | We earn when you earn, measured by selection rates and attributed revenue. We only win when you do. |
Most AI optimization is a black box. Ours isn't.
Every signal is traceable. Every optimization explained. Every result you can stand behind.
Audit trail of all AI interactions
Real-time performance dashboards
Complete visibility into AI search rankings
Competitor tracking and citation analysis
Enterprise-grade infrastructure