AI Baseline Test
Record how AI initially understands, cites, and recommends a new brand.
Establish baseline
LingNav AILINGNAV EXPERIMENT · REAL-WORLD TEST
Can a new brand
become visible to AI?
We do not use fabricated customer stories. LingNav is testing the GEO method on its own brand and documenting whether AI understanding changes.
R&DREAL EXPERIMENTSELF-VALIDATED
EXPERIMENT DESIGN
Same brand. Same questions. Repeated tests.
Control the variables, document the process, and let observable evidence—not marketing claims—shape the conclusion.
Website Foundation
Create a clear and machine-readable foundation for the brand and its offer.
Build foundationInformation Optimization
Strengthen entity relationships, content structure, and credible evidence.
Implement changesAI Recheck
Repeat the same questions and track changes in AI understanding.
Verify change01
Transparent
State the subject, method, steps, and limitations.
02
Repeatable
Keep the prompt set and test logic consistent.
03
Evidence-led
Use observable change—not invented metrics—as the result.
READY TO START
Ready to discover
your AI visibility?
See how AI systems understand, cite, and recommend your business.
Start AI Visibility Audit ↗