Does LinkedIn penalize AI content? Not exactly. It demotes generic posts, not AI. We scored 46,000 top posts and 97% read as human. Here is what happens.

"Here's how" is LinkedIn's most common AI handoff. It went from under 3% of posts to over 16% with ChatGPT. Why it reads as AI, and how to vary it.

ColdIQ turned employee advocacy into a growth engine: 5 advocates, 427 posts and 88k likes in a year. We measured each person, read their posts, and pulled out what is genuinely replicable from the agency everyone copies.

Taplio's AI starts at $69/mo, its Trustpilot sits at 2.4/5 and its own support cites LinkedIn's ToS. We checked 11 LinkedIn alternatives on the vendors' own pages: pricing, publishing safety and features, June 2026.

Stanley is a $149/mo. LinkedIn AI tool with no free trial. This Stanley review covers what it does, what it doesn’t do, and whether it’s worth it.