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Whitepaper · Iconic Marketing
What AI Is Telling Buyers About Your Business
A 7-layer diagnostic model for identifying how AI systems misrepresent Australian businesses during buyer research, before a single enquiry is made.
What is inside
19 Pages of Research and Practical Guidance
The report is structured for executive reading. Each section answers a specific strategic question about how AI is now shaping commercial outcomes before contact.
01
Executive summary and commercial risk definition
How AI Representation Risk is defined and why it sits outside existing marketing frameworks.
02
The shift from search visibility to AI representation
Why appearing in AI results is not the same as being represented accurately.
03
Australian business context
AI adoption data and why SMEs and professional services firms are particularly exposed.
04
All seven framework layers with real audit examples
Each failure mode explained with observed examples and commercial consequences.
05
From diagnosis to correction
Prioritised action guidance for businesses ready to strengthen their public AI signals.
06
Adjacent framework comparison
How this framework sits alongside NIST, CSA, KPMG, and GEO literature and where they fall short.
07
Methodology and limitations
Full transparency on how the audits were conducted, what was tested, and how findings should be interpreted.
The proprietary framework
The AI Representation Risk Framework™
