When to use A/B testing
A/B testing works for both SMS and email campaigns. It’s most useful when you have a meaningful list size, because each variant needs enough recipients to produce a reliable result. Use it to compare one element at a time, such as:- A subject line or opening sentence
- An offer or discount amount
- A call to action (“Book now” vs. “Reply YES”)
- Send timing or tone
Set up an A/B test
Create a campaign
Start a new SMS or email campaign and choose your audience segment, just as you would for a standard send.
Enable A/B testing
Turn on the A/B testing option for the campaign. This unlocks a second message variant alongside your original.
Write Variant A and Variant B
Compose both versions. Keep everything identical except the single element you want to test.
Set the test split
Choose how much of your audience receives the test. A common approach is to send each variant to a small portion of the list, then send the winner to the remaining recipients.
Pick your winning metric
Decide what defines success before you launch (for example, open rate for email or reply/click rate). This keeps the result objective.
What to measure
Choose a metric that maps to your actual goal, not just a vanity number.- Email open rate — best for testing subject lines and preview text.
- Click rate — measures whether your message body and call to action drive action.
- Reply rate — strong signal for SMS, where a reply often starts a real conversation in your unified inbox.
- Conversions — the most meaningful metric: booked jobs, approved quotes, or completed payments that follow the message.
Carrier costs for SMS are billed at cost through your connected Twilio or RingCentral number with no markup, so testing two short message variants stays inexpensive.
Read the results and pick a winner
Open the campaign report to compare the variants side by side on your chosen metric.- Look for a clear, consistent gap, not a one or two response difference that could be random noise.
- Make sure each variant reached enough recipients before you trust the result. Small samples produce misleading swings.
- Confirm the winner on the metric you set at the start, then send that version to the rest of your audience.
FAQs
How big should my audience be?
How big should my audience be?
The larger your list, the more reliable your result. Very small lists can swing on a handful of responses, so treat those outcomes as directional rather than definitive.
Can I A/B test both SMS and email?
Can I A/B test both SMS and email?
Yes. A/B testing is available for both channels. Just remember email and SMS use different winning metrics, like open rate for email and reply rate for SMS.
What if there's no clear winner?
What if there's no clear winner?
A tie tells you the element you tested doesn’t strongly affect behavior. Move on and test a different element, such as the offer or call to action.
Next steps
Campaigns
Build and send SMS and email campaigns to your segments.
Automations
Trigger messages automatically with triggers and recipes.