When Search Traffic Is Up but AI Models Never Mention You
AI models cite brands based on third-party mentions, not backlinks or search rankings.
Clara Rosenthal
Senior Writer
Clara Rosenthal
Clara Rosenthal covers features for Interfacer.
6 stories
How Field Mapping Breaks When a Third-Party API Changes Its Schema
Silent schema changes in third-party APIs quietly corrupt data pipelines with no error signals.
Clara Rosenthal
Why Adding a New OAuth Scope Breaks Everything
Adding a new OAuth scope forces all existing users to reauthenticate—it's baked into the spec.
Clara Rosenthal
The Real Annual Cost of API Versioning
Clara Rosenthal
What Security Teams Actually Scrutinize in a Third-Party API Integration
Clara Rosenthal
How Many Engineers Does It Actually Take to Maintain 10 Integrations
Maintenance costs twice as much as building integrations, and complexity explodes exponentially.
Clara Rosenthal