Understanding false positives and how to prevent them
Yes, SpamAssassin can false-positive legitimate emails, marking them as spam when they're actually legitimate. False positives occur when legitimate emails have characteristics that match spam patterns, such as spam trigger words in legitimate content, missing authentication (even for legitimate senders), HTML issues, or content that accidentally matches spam patterns.
To prevent false positives: implement proper email authentication (SPF, DKIM, DMARC), avoid spam trigger words, validate HTML code, maintain good sender reputation, check blacklist status, include plain-text versions, and test emails with SpamAssassin before sending.
Test your emails with our SpamAssassin test tool to identify issues that could cause false positives and improve spam scores.
SpamAssassin uses pattern matching to identify spam. Legitimate emails that accidentally match spam patterns can be flagged.
Rule-based scoring assigns points for various characteristics. Legitimate emails with spam-like characteristics can accumulate enough points to be flagged.
SpamAssassin analyzes emails in isolation without full context, which can lead to legitimate emails being flagged.
Missing authentication, HTML problems, or other configuration issues can cause legitimate emails to be flagged.
Legitimate content that overlaps with spam characteristics (e.g., promotional language) can trigger false positives.
Even legitimate senders without proper SPF, DKIM, DMARC can be flagged. Always implement authentication.
Legitimate content containing spam trigger words can be flagged. Use our spam words checker to identify problematic content.
Invalid HTML in legitimate emails can increase spam scores. Validate HTML using our HTML validator.
Legitimate senders on blacklists (sometimes incorrectly) can be flagged. Check your blacklist status.
New senders with no reputation history may be flagged until reputation is established.
Legitimate emails with patterns similar to spam (promotional language, excessive links) can be flagged.
Always implement proper SPF, DKIM, DMARC. This is the most important factor in preventing false positives.
Minimize spam trigger words in content. Use our spam words checker to identify issues.
Ensure HTML is valid and properly structured. Use our HTML validator.
Maintain good sender reputation through clean lists, good engagement, and proper sending practices.
Always test emails with our SpamAssassin test before sending to identify potential false positive issues.
Include plain-text versions, use clean lists, maintain engagement, and follow email best practices.
Use our SpamAssassin test to identify specific issues causing false positives.
Implement and verify authentication if missing or failing.
Remove spam triggers, fix HTML issues, and optimize content to reduce spam scores.
Verify and address blacklist status if applicable.
After fixes, re-test with SpamAssassin to verify improvements and ensure false positives are resolved.