That surface-level personalisation? completely dead. "I noticed you went to [X] university" or a generic compliment about their website - people have developed ad-blindness for that stuff. It's like seeing the same stale template over and over.
What's actually cutting through right now is deep contextual relevance - not stalking an individual, but tracking real-time business data. think programmatic sequences triggered by actual signals: scraping their open job boards to find a specific pain point, or catching a niche tech-stack change and using that business trigger as the anchor for the copy. When your offer directly solves the problem that data signal proved exists, a semi-personalised email with smart variables outperforms full manual personalisation every single day - and it actually scales.
and the old tech stack? Absolute nightmare. Stitching together Apollo for data, a separate scraper for signals, then Instantly or Smartlead for sending - it's fragmented, expensive, and those API delays and tracking link footprints are getting heavily filtered by Google and Outlook now.
we moved entirely to a unified, autonomous AI outbound system. Data discovery, real-time signal enrichment, native mailbox infrastructure - all under one roof. It's the only way to keep data fresh enough to hit the inbox with hyper-relevant timing. If anyone wants me to show how we structure those data triggers, happy to pull back the curtain.