Scheduled retry option for AI enrichment failures in columns

·Jan 16, 2026 09:35 AM·

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Scheduled retry for failed AI responses Clay has scheduled columns and manual "re-run failed" options, but no way to combine them. AI enrichments frequently fail on some rows (timeouts, rate limits, temporary API issues). To retry these, I have to manually trigger "Run all rows that haven't run or have errors" — which means checking tables daily. Suggestion: Add an option in Scheduled Columns to "Only re-run rows with errors" on a daily/weekly schedule. This would automatically clean up transient failures without re-running successful enrichments. This would be especially valuable for tables that continuously receive new rows from CRM syncs or webhooks.

4 comments

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Clay Support
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Hi there, thanks so much for sharing this! We’ll be passing your feedback along to our product team, and any additional context you can provide will help us prioritize with your needs in mind as we shape the roadmap.

Want to chat with someone on the team? Feel free to hit the button below!
Clay Support
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Bo (.
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Hey - Thanks for this! We're always looking to make the product better and thisfeedbackis super helpful for us. We're going to pass this over to our product team so they can better evaluate things and see if/where this might fit into the roadmap as a future improvement.
Clay Support
APP
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We haven't heard back from you here, so we're going to go ahead and close this thread out.

Still need help here? Reply back and someone will jump back in.

Have a question thats not related to this thread? We recommend kicking off a new ticket in the support channel!

Clay Support
APP
·
·
Hi there, thanks so much for sharing this! We’ll be passing your feedback along to our product team, and any additional context you can provide will help us prioritize with your needs in mind as we shape the roadmap.

Want to chat with someone on the team? Feel free to hit the button below!
Clay Support
APP
·
·
Bo (.
·
·
Hey - Thanks for this! We're always looking to make the product better and thisfeedbackis super helpful for us. We're going to pass this over to our product team so they can better evaluate things and see if/where this might fit into the roadmap as a future improvement.
Clay Support
APP
·
·
We haven't heard back from you here, so we're going to go ahead and close this thread out.

Still need help here? Reply back and someone will jump back in.

Have a question thats not related to this thread? We recommend kicking off a new ticket in the support channel!