Divergent Recommendations Reveal AI's Discovery Challenges
This divergence is more than a statistical curiosity; it reveals fundamental challenges in how AI discovers and ranks professionals in service industries like real estate and others. Seven of the top ten most frequently mentioned names were not individuals but firms. These firm names often act as placeholders, representing the AI's fallback when no individual professional has accumulated enough digital signal or reputation to solidify their presence in the rankings.Furthermore, an overwhelming 78% of the individuals named appeared only once across thousands of queries. This means most professionals remain essentially invisible to AI-powered discovery tools today. For clients searching for trusted real estate agents or specialists in other fields, this fragmented visibility creates confusion and instability.What Does This Mean for Professionals and Clients?
The discovery layer for service-based businesses is, at present, bifurcated and unstable. AI recommendations are not yet a reliable source for clients seeking top professionals. Instead, many slots in these AI-generated lists remain wide open, waiting for individuals to build enough digital presence and trust signals to claim them.- AI engines like ChatGPT and Google's AI often produce vastly different recommendations for the same queries.
- Firm names dominate top results when individual professionals have not built sufficient signal.
- Most professionals appear infrequently in AI-generated recommendations, indicating limited discoverability.
- The current discovery ecosystem is fractured, leaving opportunities for professionals to enhance their visibility.
"AI has rewritten how people search. It hasn't changed how they choose."As Mark van Ryswyk, CEO & Co-Founder of Catchouse, explains, the human relationship remains the core product in high-stakes decisions like real estate. While AI can extend expertise, it cannot replace the trust and personal connection clients seek. Building a structured trust layer is essential to empower AI to recommend the right professionals effectively.