Work in a hyper-competitive vertical where clicks easily hit $150. Here's what actually moves the needle, tested across multiple campaigns.
1) Stop creating landing pages first - that's backwards. Build the ad copy (titles, descriptions) first, then mirror that exact language on the page. Let the ad structure dictate the landing page, not the other way round. lifted conversion rates by 22% doing this.
2) Your landing page copy is probably too technical or too direct-response-y. Run your competitors' best text through AI to extract the underlying persona, then test that tone. Took us three rounds to find the sweet spot that resonated with our audience.
3) Long-form copy wins in my space - audience is 40+, they trust depth over speed. Short copy tanked our CTR by almost 15%. Test both, but don't assume shorter is better.
4) Add a simple quiz or interactive element. AI can spit one out in minutes that qualifies leads before they even click submit. Bumped our lead quality score by 30% within the first week.
No magic bullet, but these four shifts pulled our CPA down by nearly a third.