LLM Outreach Turns HN Comments Into Sales Bait

AI personalization has crossed from useful context into manufactured intimacy when senders conceal their commercial intent.

• –LLMs can turn public comments into convincing, highly specific sales openers at scale.
• –Strange’s data suggests the shift is accelerating, though it reflects one personal inbox rather than an industry-wide measurement.
• –The core failure is deceptive framing: asking a seemingly genuine question, then pivoting into a product pitch.
• –Developers should treat public posts and profiles as sales-enrichment data and demand explicit disclosure from outreach tools.
• –Transparent cold emails may now be more effective simply because recipients can distinguish them from AI-generated bait.