Daydreamers Studio · Account Operating System

How We Run An Account

Diagnose Deploy Double Down
OWNED
CVR
OWNED
RPV
Everything else (AOV · ATC · scroll) is a diagnostic input — not the headline.
find the constraint
1

Onboarding & Access

Shopify access
admin + theme
Meta / ad account Onboarding docs
brand · margins · offers
Customer insights
VOC · reviews · tickets
Current ad angles Current funnel & pages
2

Full Funnel Diagnosis

Shopify metrics
CVR · AOV · RPV · leaks
Landing pages & PDPs Heatmaps & behavior
Clarity
Traffic quality Ad ↔ page match Competitor positioning Offer structure Objections & desires
Output: the #1 growth constraint stopping scale
build around it
3

Strategy Roadmap

Biggest conversion leaks Fastest impact Revenue potential Traffic readiness Offer & positioning gaps
Present to client & align on priorities
4

Build → Test → Learn

PDPs Offer pages Advertorials / listicles Buy box tests Cart / checkout Landing pages Messaging / offer tests
Every build ships against ONE hypothesis
read it · scale it
5

Data Analysis & Iteration

Monitor
CVR · AOV · RPV · ATC
Checkout behavior Scroll depth Winning vs losing sections
which part won
Iterate what's close Roll winners across
the whole funnel
Kill what loses. Scale what wins.
A win on one PDP becomes a pattern we roll across the catalog. The engine compounds — that's why it's a membership, not a project.
The loop never stops — winners roll across the funnel, the next hypothesis goes back into Build. That's why it's a membership, not a project.

The Receipts

This Is What The Loop Produces.

Same traffic. More revenue. Every number below came out of the Diagnose → Deploy → Double Down engine — measured on Intelligems, confirmed in Shopify.

Case Study · 4 Cycles

The Caviar Co. — +167% Revenue Per Session

A premium, high-AOV luxury caviar brand. Across 6 structured experiments over 4 cycles, we rebuilt the PDP, collection page, nav, and cart. Sessions fell more than 50% over the period — and revenue per session still climbed 167%.

+167%
Revenue / Session
+54.8%
Conversion Rate
+29.78%
Reached Checkout
+24.63%
Add To Cart
+8.0%
Avg Order Value
New PDP template — +7.84% CVR, +18.34% checkout-begin New collection page — +34.68% RPV, +41.45% AOV @ 99% confidence

"With sessions down more than 50%, The Caviar Co. is making 167% more revenue per session than when we started. That's not a traffic story — that's a conversion story."

Case Study · 5 Cycles · 11 Tests

Learning With Kelsey — Beat The Holidays In Q1

An educational DTC brand on Shopify. 11 tests across 5 rolling cycles — PDP, below-the-fold, listicle, quiz funnel, collection. Q1 (historically the quiet quarter) outperformed Q4 2025 — Black Friday and Christmas included — without spending more on traffic.

+28%
Revenue vs Q4 '25
(beat the holidays)
+19%
Online Revenue
Q1 YoY
+38%
Orders Q1 YoY
+17%
AOV (monthly avg)
New PDP design — +22% RPV @ 99.4% conf · +$39.7K/mo PDP below-the-fold — +12.98% RPV Listicle page — +10.76% CVR Quiz funnel — +14.84% RPV

"Counter-seasonal growth that beats the holiday quarter is structural — not a seasonal fluke."

Quick Wins

One Test. One Hypothesis. Real Money.

Single-change tests pulled straight from active accounts — the kind we ship every week.

Cyclone · PDP Buy Box

Pain Angle vs. Time/ROI Angle

What we tested: the buy-box headline angle
× "Stop Killing Your Back Cleaning Pool Filters" Pain · control
"Clean Pool Filters in 4 Minutes" Time/ROI · winner
+16.65%
Conversion Rate
+13.66%
Revenue / Visitor
-2.57%
AOV
≈ $10.8K/mo · ~$130K/yr from one headline
Conversion Rate
↑ 16.65% -35% to +110%
Est. +60 orders / mo
0.73%
Control
0.85%
New 1
Revenue / Visitor
↑ 13.66% -50% to +154%
Est. +$10,780 / mo
$1.60
Control
$1.82
New 1
Avg Order Value
↓ 2.57% -46% to +74%
 
$220
Control
$214
New 1
Measured via Intelligems
Yuri · Collagen PDP

Simplicity vs. Credibility

What we tested: two messaging angles, two audiences
"Firmer, smoother skin by morning. All you do is sleep." Simplicity · wins IG
"Dermatologist-tested collagen that firms while you sleep." Credibility · wins FB
+5.62%
Conversion Rate
+9.63%
Revenue / Visitor
+3.80%
AOV
≈ $200K/mo in additional revenue at scale
Conversion Rate
↑ 5.62% -7% to +20%
Est. +3,131 orders / mo
3.07%
Control
3.24%
New 1
3.25%
New 2
Revenue / Visitor
↑ 9.63% -9% to +32%
Est. +$256,630 / mo
$1.47
Control
$1.61
New 1
$1.55
New 2
Avg Order Value
↑ 3.80% -9% to +18%
 
$47.82
Control
$49.64
New 1
$47.64
New 2
Measured via Intelligems
DTC Brand · New PDP

One New PDP → The Whole Site Lifted

What we tested: a rebuilt product page, shipped live
New PDP rolled out — improvement showed up across the entire store site-wide
+33.3%
Conversion Rate
+32.0%
Revenue / Visitor
+14.4%
Net Revenue
Revenue up +14.4% even with traffic down -13.6%
Revenue per Visitor
£3.30
↗ +32.0%
Conversion Rate
3.82%
↗ +33.3%
AOV
£86.57
↘ -0.68%
Net Revenue
£107K
↗ +14.4%
Orders
1.24K
↗ +15.1%
Visitors
32.4K
↘ -13.6%
Shopify Analytics
Growth operators, not designers.
Diagnose the constraint → build around it → validate → scale.
A designer makes it look good. We make it convert.