Monitoring how eight AI assistants describe your brand when nobody is watching
Why consider it
- Eight-engine coverage catches asymmetries a single-assistant check would miss
- Separating Google AI Mode from AI Overview reflects how the surfaces actually differ
- Citation tracing produces an actual workplan rather than another trend line
- Sentiment alongside mention rate prevents celebrating unfavourable visibility
Worth knowing
Trade-offs: Nobody can control model output, so the levers here are indirect and weak · Model updates move results for reasons no vendor can explain or predict
