What are companies A/B testing on their landing-page CTAs right now?
- By Ali Abouelatta
- n = 232
- Published
- Updated
- 2 min read
- landing-page · experiments · ux-patterns · mobile · web
Short answer
CTA is the fourth most-tested landing area with 232 detected experiments, behind hero (488), offer (301), and pricing (254).source[1] The active themes are free-trial wording (77, 33%), price-in-button (53, 23%), and demo paths (25, 11%).source[2] All figures are detected before/after diffs with inferred rationale, not measured lift.
232 detected CTA experiments — the #4 most-tested landing area, July 2026.
Bar chart · Experiments
Experiments — Finding: CTA sits mid-pack in test volume, mobile-heavy
One block is about 17.4 Experiments
- HERO
- 488
- OFFER
- 301
- PRICING
- 254
- CTA
- 232
Finding: CTA sits mid-pack in test volume, mobile-heavy
CTA draws 232 experiments and skews mobile (141 mobile vs 91 web).source[1]source[3]
| Area | Experiments | Avg impact |
|---|---|---|
| HERO | 488 | 3.28 |
| OFFER | 301 | 3.69 |
| PRICING | 254 | 3.52 |
| CTA | 232 | 3.16 |
The mobile tilt matters: more CTA experimentation happens on phones than on desktop.
Breakdown: the CTA test menu
The 232 CTA experiments cluster into a handful of themes (non-exclusive):source[2]
| Theme | Count | Share |
|---|---|---|
| Free-trial wording | 77 | 33% |
| Price in button | 53 | 23% |
| Demo path | 25 | 11% |
| Waitlist | 1 | <1% |
Beyond wording, the qualitative rows show structural swaps — removing a CLI install widget or an AI prompt box in favor of a plain account-first button.
Breakdown: structural CTA swaps
Two detected examples go beyond copy (observed change + inferred rationale):source[3]
- Factory (web): a hero CLI install widget ('curl ... | sh' + OS tabs) replaced with a single 'START BUILDING' button. Inferred rationale: enterprise-buyer traffic isn't terminal-ready, so an account-first funnel guides installation later.
- Replo (web): an interactive 'Build With AI' prompt box replaced with a standard 'Sign Up For Free' / 'Book a Demo' pair. Inferred rationale: serious buyers want a workflow platform, not a toy demo.
The numbers
| # | Stat | Computed from |
|---|---|---|
| [1] | CTA 232 experiments, #4 area (hero 488, offer 301, pricing 254) | experiment_area_leaderboard / cta_experiments_total |
| [2] | Free-trial 77 (33%), price-in-CTA 53 (23%), demo 25 (11%), waitlist 1 of 232 | cta_change_themes |
| [3] | CTA platform split 141 mobile / 91 web; Factory and Replo examples | cta_platform_split / qualitative[factory, replo] |
Methodology
Universe: 232 detected CTA experiments within 2,160 annotated, July 2026. Method: area annotation counts, keyword incidence, and named-company qualitative rows. Caveat: observed changes with inferred rationale, not measured A/B lift.
Sources
- [1]
Lazyweb Research analysis of 2,160 annotated experiments (detected-experiment corpus), July 2026
Area annotation counts; impact is a model-assigned 1-5 relative score.
- [2]
Lazyweb Research analysis of 232 CTA experiments (detected-experiment corpus), July 2026
Non-exclusive keyword incidence over summary+learning text.
- [3]
Lazyweb Research analysis of 225 named-company CTA experiments (detected-experiment corpus), July 2026
Platform split and observed before/after CTA changes with model-inferred rationale.
Source: Lazyweb Research — proprietary analysis of real, in-market app screens. Cite as Lazyweb Research, 2026-07-07.