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a/b testing lab

A/B Testing Lab

ARIA runs continuous experiments across every channel. Winners auto-promote at 95% confidence + 500 samples per variant.

5 live · 2 ready to ship
Live tests
5
Awaiting promotion
2
Avg measured lift
+18.4%
Auto-promote rule
95% · 500/var

CTA Button Text

Landing page
Click-through rate

hypothesis'Get Access Now' will outperform 'Start Saving Time'

A
4.2%
Click-through rate

"Start Saving Time"

3,120 samples
BLeading
5.1%
Click-through rate

"Get Access Now"

3,088 samples
Traffic split A 50% · B 50%
Statistical confidence92%
Lift 21.4% · winner Variant B
Samples to call3,088 / 4,000
Day 4 of 7 · 3 remaining

Email Subject — Question vs Statement

Welcome email
Open rate

hypothesisQuestion format outperforms statement format

A
38.4%
Open rate

"Are you losing 10 hours a week to tasks AI could do?"

5,200 samples
BLeading
41.7%
Open rate

"I saved 12 hours this week — here's the system I used"

5,180 samples
Traffic split A 50% · B 50%
Statistical confidence97%
Lift 8.6% · winner Variant B
Samples to call5,180 / 4,000
Day 10 of 14 · 4 remaining

Instagram Hook Format

Instagram Reels
Watch-through rate

hypothesisNumber hooks outperform question hooks

ALeading
48.1%
Watch-through rate

"12 hours saved this week 👇 Here's exactly how"

18,400 samples
B
42.0%
Watch-through rate

"What if your Monday was already handled by Friday? 👇"

18,120 samples
Traffic split A 50% · B 50%
Statistical confidence99%
Lift 14.5% · winner Variant A
Samples to call18,120 / 10,000
Day 6 of 7 · 1 remaining

Pricing Anchoring

Website /pricing
Purchase conversion

hypothesisShowing $47 crossed out increases $25 conversions

A
2.1%
Purchase conversion

"$25 only"

1,820 samples
BLeading
3.4%
Purchase conversion

"$47 → $25 (47% off)"

1,795 samples
Traffic split A 50% · B 50%
Statistical confidence88%
Lift 61.9% · winner Variant B
Samples to call1,795 / 3,000
Day 9 of 21 · 12 remaining

Urgency Language

All email CTAs
Click rate

hypothesisScarcity framing outperforms deadline framing

A
6.2%
Click rate

"Offer ends August 31"

4,400 samples
BLeading
7.0%
Click rate

"Only 4 days left at this price"

4,380 samples
Traffic split A 50% · B 50%
Statistical confidence71%
Lift 12.9% · winner Variant B
Samples to call4,380 / 6,000
Day 5 of 14 · 9 remaining