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SmartyPig

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Finance
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Princess Cruises sits at 0.75 — a full 0.11 points above the second-nearest neighbor — making it the single dominant pull in SmartyPig's top 10 and giving this graph its spike shape.

The remaining nine neighbors spread across a wide range of subcategories with no secondary cluster to match that lead. Mel Mann (0.64) and Marc Guberti (0.61) are both Professionals — a subcategory that accounts for two of the top 10 — while P.F. Chang's (0.63), Overstock (0.63), RingCentral (0.63), Xfinity (0.62), Allstate (0.62), Emeril Lagasse (0.61), and Top Brass Bloody Martini (0.61) span Restaurant, Home, B2B, Telecommunications, Insurance, TV Personalities, and Alcohol respectively — each a different subcategory. No other Finance brand appears in the top 10, meaning SmartyPig's audience shape is defined almost entirely by cross-kind neighbors. The one structural constant is the Travel subcategory: Princess Cruises anchors the top position, and the broader neighbor set reinforces a pattern of consumer-facing lifestyle brands rather than anything resembling a personal-finance peer.

The spike on Princess Cruises, combined with the scattered subcategory mix below it, suggests SmartyPig's audience is shaped by a specific consumer profile — one that overlaps heavily with cruise travel — rather than by the finance category at large.

Nearest neighbors by audience shape

Cosine similarity over Persona Live audience composition.
"Entities whose overall audience profile most closely matches this one — people who follow one tend to follow the other."

Raw data

Attention graph /similar sample results  (free):
{ "handle": "smartypig", "title": "SmartyPig", "category": "Brands", "subcategory": "Finance", "resolved": "smartypig", "k": 10, "shape": "spike", "filter": null, "results": [ { "handle": "princesscruises", "title": "Princess Cruises", "category": "Brands", "subcategory": "Travel", "similarity": 0.7479, "drivers": [ "N03", "K02", "Q08", "H04", "E02" ] }, { "handle": "meldmann", "title": "Mel Mann", "category": "Celebrities and Influencers", "subcategory": "Professionals", "similarity": 0.6399, "drivers": [ "E02", "N03", "Q08", "O04", "K02" ] }, { "handle": "pfchangs", "title": "P.F. Chang's", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.6305, "drivers": [ "N03", "Q08", "K02", "H04", "O04" ] }, { "handle": "overstock", "title": "Overstock", "category": "Brands", "subcategory": "Home", "similarity": 0.6297, "drivers": [ "N03", "Q08", "K02", "H04", "Q05" ] }, { "handle": "ringcentral", "title": "RingCentral", "category": "Brands", "subcategory": "B2B", "similarity": 0.6285, "drivers": [ "N03", "K02", "Q08", "J02", "O04" ] }, { "handle": "xfinity", "title": "Xfinity", "category": "Brands", "subcategory": "Telecommunications", "similarity": 0.621, "drivers": [ "N03", "Q08", "E02", "K02", "O04" ] }, { "handle": "allstate", "title": "Allstate", "category": "Brands", "subcategory": "Insurance", "similarity": 0.6157, "drivers": [ "N03", "Q08", "O04", "H04", "E02" ] }, { "handle": "emeril", "title": "Emeril Lagasse", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.6133, "drivers": [ "N03", "Q08", "H04", "K02", "O04" ] }, { "handle": "marcguberti", "title": "Marc Guberti", "category": "Celebrities and Influencers", "subcategory": "Professionals", "similarity": 0.6123, "drivers": [ "N03", "K02", "E02", "H04", "J02" ] }, { "handle": "topbrassvodka", "title": "Top Brass Bloody Martini", "category": "Brands", "subcategory": "Alcohol", "similarity": 0.6079, "drivers": [ "N03", "E02", "K02", "J02", "H04" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: