We need to clean up messy contact records in our CRM before Q3 starts, what are the best automated strategies to remove duplicates for a small team based in Tampa?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We need to clean up messy contact records in our CRM before Q3 starts, what are the best automated strategies to remove duplicates for a small team based in Tampa?
1 real search · 1 real-search pass
CRM contact deduplication best practices duplicate management fuzzy matching merge records official documentation Salesforce HubSpot ZohoGoogle ↗
OBSERVEDComparison
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
CRM contact deduplication best practices duplicate management fuzzy matching merge records official documentation Salesforce HubSpot Zoho Google ↗