Home/A/B Test Playground
Live Β· Interactive Β· 100% You

Be the marketer. Test my own site.

Most portfolios tell you they understand conversion. This page lets you prove it on me. Change my headline, swap my CTA color, rewrite my button copy β€” and watch the projected impact update live with citations for every claim.

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Growth Dev &
Performance
Marketer

Full Stack Developer & SEO Consultant delivering measurable results. $10M+ ad spend managed, 300+ clients served, and proven 3Γ— lead growth.

SJ
MK
DT
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300+ clients Β· β€œHe ships and the numbers move.” β€” Sarah J.
[ Hero Image Placeholder Β· 16:9 ]
Contact Form Β· Micro 2 fields
HOT WARM COOL Β· SIMULATED CLICK DENSITY
wajeeh.dev/lab

A/B Test Controls

Pick a variant. Watch the impact. Read why.

Variant A: Benefit-DrivenGrowth Dev & Performance Marketer
Variant B: Tech-DrivenBuilding Scalable Architectures
Variant C: Outcome-FocusedI grow brands that already have product
Variant D: Objection-BusterDone with agencies that don't ship?
Stats-led$10M+ ad spend Β· 300+ clients Β· 3Γ— growth
Story-ledI help founders ship before they overthink.
Specificity-ledSEO + Paid Ads + Code, in one operator.
"Let's Work Together β†’"Collaborative Β· neutral
"Hire Me β†’"Direct Β· high-intent
"Book a Free Call β†’"Low-friction Β· concrete
"Get Your Free Audit β†’"Value-first Β· audit hook
Show Testimonials5-star strip Β· client count
Hide TestimonialsMinimalist Β· hero only
Static ImageFast load Β· low bandwidth
Autoplay Video+88% time on page Β· βˆ’load speed
No VisualPure copy-driven hero
Micro-Form (2 fields)Name + Email Β· max volume
High-Intent (5 fields)+ Budget, Timeline, Details
Projected Impact 0 changes
+0%
estimated CTR lift
Change any variant above to see how it could shift your conversion rate. Pro tip: the multipliers compound β€” not add β€” in a real test.
A/B Testing 101 Β· By Wajeeh

What this playground simplifies

Real A/B testing is messier than this UI suggests β€” but the principles you just felt are how I actually run tests for clients.

01 Β· CONFIDENCE

Statistical Significance

You need at least 100 conversions per variant and 95% confidence before declaring a winner. Anything less is gut-feeling dressed up in math.

02 Β· ISOLATION

One Variable at a Time

Change the headline and the CTA color together, and you'll never know which one moved the needle. Real tests change one thing.

03 Β· BIAS

Selection Bias is Real

If your "winner" only beat the control during a flash sale, you tested the offer β€” not the copy. Always check sample composition.

04 Β· TIME

Run Tests Through Full Cycles

Buyer behavior on Monday differs from Saturday. Tests should run at least one full week β€” ideally two β€” to catch cyclical patterns.

05 Β· IMPACT

Effect Sizes Matter

A 2% lift on a page that gets 100 visitors/month is noise. Prioritize tests on pages with traffic and revenue weight.

06 Β· GLOBAL

Local Wins β‰  Global Wins

The variant that wins on the homepage may lose on a landing page with different intent. Test in context, deploy in context.

Want this on your site?

I build conversion-instrumented growth systems β€” A/B testing infrastructure, CRO experiments, and the analytics layer to back it all up.

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FUN FACT