Marketing and growth
The commercial vocabulary around search — what an auction actually reports, who your real competitors are, how attention turns into revenue, and the frameworks used to decide what to write next.
What this category covers
The other four categories are about being found and being counted. This one is about the decisions either side of that: what to spend on, who you are actually competing with, and what a visitor is worth once they arrive. It is the vocabulary a marketer needs when the conversation stops being technical and starts being about money.
- Paid search: auctions, invalid clicks, creative performance
- Competitor intelligence — who shares your results page, and at what price
- Monetisation: traffic, leads, arbitrage and where each breaks
- Frameworks for deciding: jobs-to-be-done, SWOT
- Price and positioning as things that can be watched
- The line between a competitor and a company that merely ranks near you
Why these words matter
A SERP competitor is rarely the competitor you named
The brands beside you in results are chosen by a search engine, not by your market map. Half of them do not sell what you sell, and one of them is quietly taking your buyers.
Paid and organic share one page and one intent
An auction report and a ranking report are describing the same reader. Reading them separately is how a brand outbids itself for traffic it already had.
Most growth arguments are definitional
"Our leads are down" and "our lead quality is up" are compatible. These terms are what let two people in one meeting mean the same thing by a word.
Who needs this vocabulary
Auction insights, invalid clicks, and creative that has to work in an answer as well as an ad.
Watching who appears beside you and what they charge, without mistaking noise for a rival.
Choosing what to build from what people are trying to finish, not from what they clicked.
Turning attention into revenue, and knowing which of the four ways is failing.
Deciding positioning with a framework rather than with a favourite adjective.
Explaining to a client why the competitor set in the report is not the one in their head.
Terms in this category111 terms
A9
C19
L5
M12
P11
S12
T8
V5
How to use this category
Find out who is actually beside you
Start with SERP competitor. The list a search engine produces is usually a surprise, and it changes what everything else is measured against.
Learn what an auction can and cannot report
Auction insights and invalid clicks first. Both are numbers a platform chooses to show you, with a defined shape and known blind spots.
Then decide with a framework, not a feeling
Jobs-to-be-done and SWOT are here because a positioning argument nobody can write down is an argument that restarts every quarter.
Common mistakes
- Treating everything on your results page as a competitor, and building a strategy against a directory.
- Reading auction insights as market share. It is a share of the auctions you entered, which is a set you chose.
- Counting leads without counting what happened to them, which makes arbitrage look like growth.
- Using a framework as a presentation rather than as a decision — a SWOT nobody acts on is a slide.
Questions about this category
How is a SERP competitor different from a business competitor?
A business competitor sells what you sell. A SERP competitor appears beside you for a query, which may be a marketplace, a directory, a news site or a comparison page that sells nothing. Both matter, and confusing them produces a strategy aimed at the wrong companies.
Why does paid search belong in a glossary about AI search?
Because the reader is the same person and the page is the same page. An assistant that answers a buying question removes a click that was being bid on, and the words for measuring that loss are the words paid search already uses.
What is jobs-to-be-done for, practically?
Deciding what to write or build when the keyword list has run out of ideas. It reframes a search from a phrase into a task somebody is trying to finish, which is usually a page nobody has written.
Is invalid click traffic something I can do anything about?
Partly. It is a platform's own judgement about which clicks were not genuine, so the number is theirs, not yours — but the patterns behind it are readable, and the terms here say which of them are worth acting on.
The other categories
See whether assistants quote you
Reading a definition tells you what the word means. The Vectorscope tells you what your own site looks like to the systems that use it.
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