Lucid Motors' closest audience neighbors in the top 10 include no other Auto brands — Tesla is the lone fellow Auto subcategory entry, sitting at position four with a similarity of 0.82, while the top three spots belong to enterprise software, B2B, and big-box retail.

The shape here is flat: the top 10 span a similarity band from 0.84 (Oracle) down to 0.81 (The Boeing Company), with no single neighbor pulling away from the pack. Subcategory composition tells the real story. Technology brands dominate — Oracle (0.84), Zoom (0.82), Dropbox (0.82), and Waze (0.81) all appear — alongside B2B entries SAP (0.84) and The Boeing Company (0.81). Costco (0.83) and Costco Gasoline (0.81) round out a cluster that also includes Tesla Service Center (0.81), classified under Maintenance and Repair Services. The mix — enterprise technology, B2B industrials, and warehouse retail — is the defining character of this neighbor set, not automotive peers.

The cross-kind pattern is the headline finding: Lucid Motors' audience shape is structured primarily around enterprise tech and B2B brands, with Tesla the only direct automotive counterpart in the top 10, suggesting this audience is defined less by car-buying behavior than by a broader orientation toward technology and professional-grade products.