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Seeking Email Testing Tools to Avoid Spam Issues

·Jan 05, 2026 09:09 PM·

Hi all... anyone have a agent and or program to test emails for being spam/garbage? I just got a call from a rep how got 5 asdfasdf@asdfasdfadf.com 🤦

3 comments

· Sorted by Oldest

Aaron J.
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B. D. we use a Hubspot webhook -> Clay to handle initial MQL verification and Enrichment. This is a web-connected AI because we are doing preliminary web research for these leads, but spam detection can be handled by a cheaper model. I have a 'fast fail' flag here that prevents further enrichments from running if spam is detected, and then a separate Hubspot update flags those records as bad data.
B. D.
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Aaron J. thank you! we're on Salesforce which is where the leads are initially coming to then Clay enriches them. But looking at an LLM. I was asked to start enriching the "freemails" when this all started
Aaron J.
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B. D. you could try testing a basic text LLM (GPT 4.1 mini or something) and asking it if the email provided is most likely a) spam b) freemail c) premium email (business domain, etc) and then using that to route the leads through enrichment. spam will look like premium if you are simply testing for gmail and hotmail.