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Practical, no-hype articles on finding irrelevant search terms, negative keyword match types, and keeping campaigns clean across accounts.
There are three realistic ways to keep Google Ads search terms clean. Manual review gives you judgment but costs four hours per account per week and does not scale. Scripts automate with rigid rules but have no understanding of meaning and need maintenance. Explainable AI classification reads each term in context, attaches a reason to every verdict, and keeps a human in the approval loop. The right choice depends on how many accounts you run and how much you need to defend each decision.
Negative keywords use the same broad, phrase, and exact match types as regular keywords, but the logic is stricter: negatives never match close variants, misspellings, synonyms, or plurals. Negative broad blocks a query only when it contains all your terms in any order, negative phrase blocks them in order, and negative exact blocks only the exact query. Choosing the right type is the difference between cutting waste and accidentally suppressing traffic you want.
Wasted search terms are the real queries that trigger your ads but never convert: job seekers, free-intent searches, competitors, and wrong-vertical traffic. You find them in the Search Terms report, which shows the actual queries behind your keywords, then turn the irrelevant ones into negative keywords. The hard part is not the report, it is reviewing thousands of terms consistently across every account.
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