Steps
- Open the campaign's AI tab → Results.
- Scan the generated snippets. Sort your attention towards the shortest and the longest — that is where the failures hide.
- Edit any snippet inline. Your edit is kept for that lead.
- Regenerate individual leads, or use Retry failed for the ones with no output.
What to reject
- Anything factually invented about the company
- Compliments with no substance
- Lines that mention something publicly awkward
- Anything longer than two sentences
Important notes
Review at least fifty snippets before launching a large campaign. The failure mode of AI personalization is not gibberish — it is plausible, generic, slightly wrong copy at scale.
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