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A week of bandit-tested landing pages, zero sales: what it proves

By Ryan Richardson · Published 8 October 2026

Healthy engagement (91% of visitors scrolling past halfway, 8-9% Meta ad click-through rate) combined with a near-zero checkout rate (about 0.7% CTA click rate, zero purchases from 800+ landing page views) means the page isn't the bottleneck. When the bottleneck were the page, you'd see engagement fail too; here it didn't, so the problem is upstream, in the offer itself.

The setup

This ran as one coordinated test on a $19-$47 digital guide sold to cold Meta traffic: 12 copy variants, 3 design systems, 3 price points and 6 CTA wordings, allocated in real time by a Thompson-sampling bandit, plus 5 entirely different page architectures tested in parallel against a multi-section control. Three full rounds of iteration happened inside one week, including a complete CRO rebuild between round 1 and round 2 that re-scored the page from 4.6-7.1 out of 10 up to 8.1-8.6 out of 10 across the review's own rubrics.

What the engagement numbers said

91% of visitors scrolled past the halfway point of the page. Meta ad click-through rate ran 7.95-10.00% across every pattern and price tested, against a 5% industry benchmark. Click-to-landing-page retention (the share of ad clicks that actually turned into a tracked page view) ran 50-81% depending on pattern and price. None of these numbers are marginal; they're the signature of an ad and a page that are doing their job of holding attention.

What the conversion numbers said

Against roughly 800 landing page views and roughly 600 link clicks, the CTA (the click that leads toward checkout) was clicked about 4 times, for a CTA click rate of about 0.7%. Zero of those reached a completed checkout. A healthy direct-response page at this price range should see a 5-15% CTA click rate and a 1-3% purchase rate on cold paid traffic; this ran at roughly a tenth of the low end of that CTA range, and nowhere close to the purchase range.

Why the bandit had nothing to learn from

Across 282 tracked visits spread over 12 copy variants x 3 designs x 3 prices x 6 CTA wordings, the probability-of-best-variant scores stayed close to uniform in every dimension: 0.06-0.12 across copy variants, 0.32-0.35 across designs, 0.24-0.43 across prices. The bandit math was running correctly; it simply had no purchases to use as a learning signal, so every arm looked statistically identical to it. A bandit can't differentiate winners from losers if nothing downstream ever counts as a win.

The actual diagnosis

Three separate levers were already ruled out by the time this test ran: tracking (the pipeline was verified end to end), page design (three CRO rounds and a full rebuild, no change), and price inside the $19-$47 band (3 prices, no differentiation). That leaves offer shape, audience and channel as the remaining candidates, and offer shape was judged the most likely: a flat, single-item digital guide at this price doesn't give cold Meta traffic a reason to act immediately, regardless of how the page around it is built.

The numbers
ClaimValueSource
Total ad spend across the week~$200-250 AUDSixty Steps bandit test logs
Total landing page views800+Sixty Steps bandit test logs
Scroll past halfway91%Sixty Steps bandit test logs
Meta ad CTR range across patterns/prices7.95%-10.00%Sixty Steps bandit test logs
Click-to-landing-page retention range50%-81%Sixty Steps bandit test logs
Total link clicks~600+Sixty Steps bandit test logs
CTA clicks~4Sixty Steps bandit test logs
CTA click rate~0.7%Sixty Steps bandit test logs
Purchases0Sixty Steps bandit test logs
Page CRO re-audit scores after rebuild8.4 / 8.1 / 8.6 out of 10Sixty Steps bandit test logs
Page CRO scores before rebuild4.6-7.1 out of 10Sixty Steps bandit test logs
Tracked bandit visits across the 12x3x3x6 combination test282Sixty Steps bandit test logs
P(best) range across copy variants0.06-0.12Sixty Steps bandit test logs
P(best) range across designs0.32-0.35Sixty Steps bandit test logs
P(best) range across prices0.24-0.43Sixty Steps bandit test logs
Benchmark CTA click rate for a healthy DR page in this price range5-15%Sixty Steps bandit test logs
Benchmark purchase rate for cold paid traffic in this price range1-3%Sixty Steps bandit test logs
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