Subscription upsell design: no lift (multiple tests)
Featured review in cart: no lift
The Untested Opportunity
Post-add-to-cart experience (slide-out cart, cross-sell drawer) -- UNTESTED. This is different from cart page optimization. The MOMENT of adding to cart is when buying momentum is highest. Typical AOV lift from post-ATC upsell: 8-15% at scale DTC brands.
Recommended Tests
1. Post-ATC slide-out cart: Cross-sell drawer vs. redirect to cart page
2. Cart drawer: "Complete your routine" bundle builder
40% win rate. Highest-leverage acquisition channel. Funnel structure is everything.
What the Data Shows
Raptor Main URL redesign: +306% RPV (biased by traffic skew, but signal is strong)
Complete Kit > Sample as prize: +129% RPV (clean, even traffic)
40% test win rate -- highest of any category
Critical Gap: /pages/giveaway currently redirects to homepage -- no dedicated giveaway infrastructure. The Raptor "New Group 1" variant drove massive lift but what changed isn't documented.
Recommended Tests
1. Build dedicated giveaway landing page: Currently missing
2. Prize testing: Complete Kit vs. Growth Kit vs. Total Beardsman Kit
3. Funnel structure: Single-page vs. multi-step entry
4. Post-giveaway nurture: Immediate kit offer vs. educational sequence
The Anti-Patterns: What to Stop Doing
Stop: Adding Elements to Optimized Pages
14 tests, 0 wins, 759K visitors. Addition is not optimization. Every new element competes for attention and loses.
Stop: Stat-Based Authority Claims
"96% of men..." lost by 20% to mirror copy. Unverifiable stats trigger skepticism, not trust.
Stop: Desire Copy on Cold Traffic
Dead last in headline test. Cold traffic hasn't identified the problem yet -- selling the solution is premature.
Stop: Cart Persuasion Tactics
5 tests, 0 wins, 381K visitors. The decision is made before the cart. Focus upstream.
Stop: $1-2 Price Increments
8 of 11 pricing tests inconclusive. Weber's Law: the just-noticeable difference for price is ~10%. Test $5+ jumps or don't test at all.
Stop: Over-Investing in Sample Funnel
21% of all tests, 7% win rate, produces $91 LTV customers. The Complete Kit listicle produces $227 LTV customers. Reallocate testing budget.
The Untested Gaps
Mobile-Specific Layouts
~75% of traffic, 0 mobile tests. A 10% mobile lift on 75% of traffic > 20% desktop lift on 25%.
Post-Add-to-Cart Experience
The moment between ATC and cart is untested. Typical AOV lift: 8-15%.
Personalization by Traffic Source
Warm vs. cold traffic gets identical experience. The Fireside test proved they need different things.
Subscription Framing
Cart sub tests failed. Test framing on PDP: "Never Run Out" vs. "Subscribe & Save 15%"
Social Proof Format
Text reviews failed. B/A won. Untested middle: UGC photos, video testimonials.
Page Speed
Every 100ms costs 1% conversion. Zero speed tests in the data.
On-Site Search
Search users convert 3-5x higher. Zero search tests.
Exit Intent
464K PDP visitors, no exit-intent testing.
Priority Test Queue
#
Test
Page
Expected Impact
Rationale
1
B/A photos on PDP
PDP
HIGH
+31% on listicle, 464K PDP visitors
2
Post-ATC cross-sell drawer
Cart
HIGH
Untested, 8-15% AOV lift typical
3
Hero CTA destination test
Homepage
HIGH
Currently dumps to 60+ products
4
Mobile-specific PDP layout
PDP
HIGH
~75% traffic, 0 mobile tests
5
Giveaway landing page build
Giveaway
HIGH
40% win rate, no page exists
6
Review carousel on PDP
PDP
MEDIUM
15K reviews, showing 1
7
Identity + Mirror headline stack
Listicle
MEDIUM
Both individually proven
8
Collection simplification
Collection
MEDIUM
Subtraction proven
9
Subscription framing on PDP
PDP
MEDIUM
Cart sub tests failed, PDP untested
10
Price tests at $5+ increments
Site-wide
LOW
$1-2 tests inconclusive
Currently Running
Test 1
Complete Listicle | 2 - 3
Test 2
[Cart] Subscription Upsell Design
Test 3
Complete 23, L1, L2
Test 4
[Checkout] USPs or Featured Review
Test 5
[Homepage] Hero Section Copy
Test 6
[PDP] Rolling Lifestyle Images
Test 7
Deadwood | Post Cards
Test 8
Sample Upgrade | One - Three
Test 9
Giveaway Success | Offer Two vs Three
Test 10
Beard Quiz | A2 vs P1
Test 11
Rollout: Collection Swatch/USP
Supporting Evidence
Proven Winners -- 12 Clean + 2 Skewed-Legit
▼
#
Test
Page
RPV Lift
Confidence
Status
1
Before/After section added
Listicle
+31.4%
0.80
Clean
2
Button redesign
Listicle
+28.2%
0.87
Clean
3
Offer iteration (C18->C21)
Listicle
+26.5%
0.86
Clean
4
Buy box repositioned
Listicle
+24.7%
0.85
Clean
5
Identity-pain headline
Listicle
+24.0%
--
Clean
6
Problem-mirror subheadline
Listicle
+20.0%
--
Clean
7
Dopp Kit offer
Listicle
+15.8%
0.82
Clean
8
Section removal
Sample
+8.2%
--
Clean
9
Bundle & Save icon
PDP
+7.8%
0.95
Clean
10
Explainer videos
PDP
+7.3%
--
Clean
11
Benefits block placement
PDP
+6.5%
0.92
Clean
12
Font change (BioRhyme to Fira)
PDP
+5.6%
--
Clean
13
Complete Kit giveaway prize
Giveaway
+129%
--
Skewed-Legit
14
Swatch bubbles hidden
Collection
+4.9%
--
Clean
Flagged / Biased Tests -- 8 Tests with Retargeting Bleed
▼
Retargeting Bleed Explained: When test variants receive uneven traffic from retargeting campaigns, warm audiences disproportionately inflate one variant's performance. These tests show real lifts but the magnitude is unreliable. Treat as directional signals, not deployable results.