matching of query terms has well known limitations, and in particular does not identify documents that do not have the query terms, but have related words [...]The problem here is that conventional systems index documents based on individual terms, rather than on concepts. Concepts are often expressed in phrases [...] Accordingly, there is a need for an information retrieval system and methodology that can comprehensively identify phrases in a large scale corpus, index documents according to phrases, search and rank documents in accordance with their phrases, and provide additional clustering and descriptive information about the documents. [...]” - Information retrieval system for archiving multiple document versions, granted 2017 (link)
, BERT comprehends how a combination of words expresses a complex idea.” Source: https://blog.google/products/search/how-ai-powers-great-search-results/
Scholz for the visualisation concept Google Home Google Groups Google Discover Google Lens Google Arts & Culture Google News Google Assistant Google Play Google Images Google Videos Google Maps Google Shopping Google For Jobs Podcasts Google Travel Buy on Google Google Finance Google Books Google Classroom Google Search Gemini AI
better than none. 1. Ask how the business measures TV, radio, sponsorship.Channels that never had clean attribution. 2. Brand teams have done directional measurement for decades. 3. If you have no other recourse, set the goal value to $1. Start the conversation.
market share tend to grow. • Free: share of search via Trends, or top-20 SERP visibility.Paid: Demandsphere or Profound. • Never report on individual query movement. Use it representationally. • Pick one. Stick to it. Consistency matters more than the choice.
anything: recognition, salience, the next-purchase consideration set — this should grow. • Available in Search Console. Free. • Stakeholders already understand what it is. • If branded search is flat across a year of sustained work, something isn’t landing. • Slowly, lumpily, but it should grow.
reflection of structural capability. • Lily Ray at Affiliate Summit West: brand visibility is the new KPI. • Jes Scholz in Search Engine Land: the analytics stack moved underneath you. Most new tools are pretending things haven’t changed.
SEO has been weirdly resistant. • Sales reports revenue growth, not revenue. • Product reports adoption rate, not install count. • Finance reports margin improvement, not margin.
experience hold up across surfaces? • Brand mentions. How often are you in the comparative set? • Direct demand. Branded direct traffic, directionally. • Reviews & reputation. Volume, recency, sentiment, stability. • Repeat purchase. Hardest to fake.
• (direct) is now polluted with Discover, AI Mode, AI Overviews. Watch it alongside branded search, not alone. • Reputation isn’t just positivity. Stability matters as much. Different stories in different places confuse customers and machines.
Ian Lurie’s progressive detail (influenced by Tufte). • Top (CxO/board): one or two outcome metrics. • Middle (VPs/directors): outcomes plus the proxies for their function. • Bottom (your team): the operating data. Don’t make one dashboard serve everyone.