{"id":8101,"date":"2020-05-21T09:20:35","date_gmt":"2020-05-21T07:20:35","guid":{"rendered":"https:\/\/woodpecker.co\/blog\/?p=8101"},"modified":"2025-01-21T10:24:49","modified_gmt":"2025-01-21T09:24:49","slug":"step-by-step-guide-to-a-b-testing-cold-emails-and-follow-ups","status":"publish","type":"post","link":"https:\/\/woodpecker.co\/blog\/step-by-step-guide-to-a-b-testing-cold-emails-and-follow-ups\/","title":{"rendered":"Step-by-step Guide to A\/B Testing Cold Emails and Follow-ups in Woodpecker"},"content":{"rendered":"<p>Cold <span id=\"urn:enhancement-8e23c26b\" class=\"textannotation disambiguated wl-thing\">emailing<\/span> requires some experimentation and learning by trial and error to get it right, trying out different subject lines or various versions of <span id=\"urn:enhancement-5a181657\" class=\"textannotation disambiguated wl-thing\">email<\/span> copy to see what\u2019s working and what\u2019s not. And there\u2019s no better way to find that out than by A\/B testing.<\/p>\n<p>Today I have a pleasure to introduce you to A\/B tests in <span id=\"urn:enhancement-c28e3604\" class=\"textannotation disambiguated wl-organization\">Woodpecker<\/span>, a new feature we\u2019ve just rolled out. First, let\u2019s have a closer look at what elements of your cold <span id=\"urn:enhancement-643f4332\" class=\"textannotation disambiguated wl-thing\">email<\/span> you should test to improve your open and reply rates. And then I\u2019ll show you how to carry out an A\/B test step by step based on an example.<\/p>\n<p>Here we go.<\/p>\n<h2>What is A\/B testing about?<\/h2>\n<p>If you\u2019re new to <span id=\"urn:enhancement-baabe2df\" class=\"textannotation disambiguated wl-thing\">sales<\/span> and marketing, you might not have heard about A\/B tests (or split tests as they are also called). So let me give you a brief overview of what\u2019s the main idea behind it.<\/p>\n<p>To carry out an A\/B test your prospect base should be divided into at least two identical subgroups. You can also make it three or four subgroups depending on how many versions you want to test. Each group should consist of the same number of prospects who share similar characteristics, for example, all of them are CEOs of rising startups.<\/p>\n<p>Another important principle of A\/B testing is to change one thing at a time. The reason for that is simple: only this way you\u2019ll find out what made the difference. So for example, experiment only with the subject line and leave the rest of the <span id=\"urn:enhancement-80eaf342\" class=\"textannotation disambiguated wl-thing\">email<\/span> intact. Or add some tweaks only to the value proposition without touching anything else.<\/p>\n<p>Here\u2019s more about how A\/B testing should look like:<br \/>\n<a href=\"https:\/\/woodpecker.co\/blog\/ab-testing-in-cold-email\/\" target=\"_blank\" rel=\"noopener noreferrer\">A\/B Testing in Cold Email: How to Optimize Our Copy to Get More Replies? <\/a><\/p>\n<h2>What elements of my cold email campaign should I A\/B test?<\/h2>\n<p>The answer depends on what result you want to achieve: whether your goal is to improve the open rate or have more prospects respond positively to your message.<\/p>\n<h3>I want to increase my open rate<\/h3>\n<p>If you\u2019d like more recipients to open your <span id=\"urn:enhancement-5d000bc5\" class=\"textannotation disambiguated wl-thing\">email<\/span>, then you should start by testing different subject lines. The subject line is what makes people decide whether your <span id=\"urn:enhancement-bfebe7a8\" class=\"textannotation disambiguated wl-thing\">email<\/span> is worth their time or not. Sometimes adding just a small tweak, like personalizing it, turns out to be a game-changer.<\/p>\n<p>Another part that catches your addressee\u2019s eye when they browse through their mailbox is your <span id=\"urn:enhancement-9529aeb1\" class=\"textannotation disambiguated wl-thing\">email<\/span>\u2019s intro. Most <span id=\"urn:enhancement-f232e009\" class=\"textannotation disambiguated wl-thing\">email<\/span> clients display the first sentence of the message right under the subject line. It gives recipients a sneak-peek of what they\u2019ll find inside.<\/p>\n<h3>I want to get more positive replies<\/h3>\n<p>Your prospects open <span id=\"urn:enhancement-5113b404\" class=\"textannotation disambiguated wl-thing\">emails<\/span> from you, but you don\u2019t hear back from them? Perhaps the content of your <span id=\"urn:enhancement-6abde0fa\" class=\"textannotation disambiguated wl-thing\">email<\/span> didn\u2019t hit the right chord. Maybe the subject line caught your prospects\u2019 attention, but then your <span id=\"urn:enhancement-e96de955\" class=\"textannotation disambiguated wl-thing\">email<\/span> was all about you and your company. Or the value proposition was too generic and didn\u2019t appeal to this particular prospect segment. Or there was no clear CTA, so your prospects didn\u2019t really know what you wanted from them.<\/p>\n<p>The only way to find out what stops people from replying is to test different versions of your <span id=\"urn:enhancement-53b088f3\" class=\"textannotation disambiguated wl-thing\">email<\/span> copy and compare the results to spot the winner.<\/p>\n<p>Here\u2019s more about what to A\/B test if your open, reply or interest rate could use a boost:<br \/>\n<a href=\"https:\/\/woodpecker.co\/blog\/test-email-metrics\/\" target=\"_blank\" rel=\"noopener noreferrer\">My Open, Reply or Interest Cold Email Metrics are Low, What Can I A\/B Test? &gt;&gt;<\/a><\/p>\n<p>Also, check:<br \/>\n<a href=\"https:\/\/woodpecker.co\/blog\/cold-email-benchmarks-2020\/\" target=\"_blank\" rel=\"noopener noreferrer\">Cold Email Benchmarks by Campaign Size and Industry: What Makes Cold Emails Effective in 2020? &gt;&gt;<\/a><\/p>\n<p>Now that you\u2019ve determined what to focus on in your A\/B tests, let\u2019s move to the practical part.<\/p>\n<h2>How to carry out an A\/B test in Woodpecker?<\/h2>\n<p>So let\u2019s assume that it\u2019s the subject line you want to A\/B test. You have a hypothesis that the original one &#8211; \u201cQuick question\u201d &#8211; is the cause of a below-average open rate of your last campaign. You decided to test a different approach and try a subject line that relates more to your <a href=\"https:\/\/woodpecker.co\/blog\/subject-line-example\/\" target=\"_blank\" rel=\"noopener noreferrer\">prospect\u2019s needs<\/a>, something like \u201cIs your lead gen process efficient?\u201d. Let\u2019s see how you can carry out an A\/B test in <span id=\"urn:enhancement-767a6da9\" class=\"textannotation disambiguated wl-organization\">Woodpecker<\/span> to see which version will turn out to be a more effective one.<\/p>\n<p>First, log in to your Woodpecker account and create a new campaign. If you don\u2019t have an account yet, sign up for a free 14-day trial:<\/p>\n<p>\n<aside class=\"cta-block cta-block--a-version js-cta-block ab-no-10-cta-block ab-no-11-cta-block\">\n  <p class=\"cta-block__heading u-heading-preset-md-600\">Send powerful emails &amp; boost replies<\/p>\n  <div class=\"cta-block__form-container\">\n    <form class=\"js-cta-block-form\" action=\"https:\/\/woodpecker.co\/signup\/\" class=\"cta-block__button-only-form js-cta-block-no-input-form\">\n      \n\n\n\n\n\n\n\n\n<button class=\"c-button js-button c-button--color-main c-button--size-small u-focus-visible-outline\">\nStart free trial\n<\/button>    <\/form>\n    \n    <form class=\"c-input-button-form js-cta-block-form cta-block__form\" action=\"https:\/\/woodpecker.co\/signup\/\" method=\"POST\" novalidate>\n        \n  <div class=\"c-form-field js-form-field  c-input-button-form__form-field\">\n    \n    <label class=\"c-label c-form-field__label\" for=\"cta-block-form-email-78514540\">Work email<\/label>\n\n                    \n  <input class=\"c-input  js-input c-input-button-form__input\" placeholder=\"will@woodpecker.co\" name=\"email\" id=\"cta-block-form-email-78514540\" type=\"email\" \/>\n            \n    <span class=\"c-form-field__error js-error\">\n                                      Invalid email format\n        \n\n                <\/span>\n  <\/div>\n\n        <div class=\"c-input-button-form__button\">\n          \n\n\n\n\n\n\n\n\n<button class=\"cta-block__button c-button js-button c-button--color-main c-button--size-small u-focus-visible-outline\">\n                Start free trial\n        \n\n<\/button>        <\/div>\n\n            <\/form>\n  <\/div>\n<\/aside><\/p>\n<h3>Step #1 Create different email versions<\/h3>\n<p>As you open a new campaign, you start with version A of your first <span id=\"urn:enhancement-a5eb14e\" class=\"textannotation disambiguated wl-thing\">email<\/span> &#8211; this is your original message. You can add more versions of your <span id=\"urn:enhancement-1ce7dbc5\" class=\"textannotation disambiguated wl-thing\">email<\/span> in two ways. Either by clicking the green + symbol, or by copying Version A, like in the example below:<\/p>\n<img decoding=\"async\" loading=\"lazy\" class=\"alignnone wp-image-8107 size-full\" src=\"https:\/\/woodpecker.co\/blog\/app\/uploads\/2020\/05\/screen1_v1.png\" alt=\"\" width=\"916\" height=\"578\" srcset=\"https:\/\/woodpecker.co\/blog\/app\/uploads\/2020\/05\/screen1_v1.png 916w, https:\/\/woodpecker.co\/blog\/app\/uploads\/2020\/05\/screen1_v1-300x189.png 300w, https:\/\/woodpecker.co\/blog\/app\/uploads\/2020\/05\/screen1_v1-768x485.png 768w\" sizes=\"(max-width: 916px) 100vw, 916px\" \/>\n<p>So now your opening <span id=\"urn:enhancement-bed9586b\" class=\"textannotation disambiguated wl-thing\">email<\/span> comes in two versions: A and B, which differ only in the subject line.<\/p>\n<p><div class=\"video-container\">\n    <video autoplay loop muted playsinline>\n        <source src=\"https:\/\/woodpecker.co\/blog\/app\/uploads\/2021\/03\/screen2-gif.mp4\">\n    <\/video>\n<\/div><\/p>\n<p>If you wish you can add up to five <span id=\"urn:enhancement-2b6236db\" class=\"textannotation disambiguated wl-thing\">email<\/span> versions. In this example, we\u2019ll stick to two.<\/p>\n<p>There\u2019s probably one question that has just popped into your head now&#8230;<\/p>\n<h4>How will Woodpecker handle the sending?<\/h4>\n<p>Your <span id=\"urn:enhancement-632f3f55\" class=\"textannotation disambiguated wl-thing\">emails<\/span> will be sent in random order. <span id=\"urn:enhancement-1faccfad\" class=\"textannotation disambiguated wl-organization\">Woodpecker<\/span> will shuffle between all the versions, so as to keep a steady sending volume and keep your deliverability rate high.<\/p>\n<p><strong>Mind you<\/strong>: To get meaningful results, we recommend you to send each <span id=\"urn:enhancement-2bbce0cf\" class=\"textannotation disambiguated wl-thing\">email<\/span> version to at least 100 prospects. Therefore, before that, make sure your <a href=\"https:\/\/woodpecker.co\/blog\/domain-reputation\/\" target=\"_blank\" rel=\"noopener noreferrer\">domain<\/a> and <a href=\"https:\/\/woodpecker.co\/blog\/warm-up-mailbox\/\">email address<\/a> are properly warmed up and you have a <a href=\"https:\/\/woodpecker.co\/blog\/reputation-domain-ip\/\">good sender reputation<\/a>.<\/p>\n<h3>Step #2 Add follow-ups<\/h3>\n<p>Next, add two or three follow-ups to the sequence. Your prospects are busy people, they may not have time to reply to you right away or may simply forget to finally do it. Sometimes they also need a bit more \u201cnurturing\u201d to see the benefits of your product for themselves. That\u2019s why it\u2019s so important to always send follow-ups.<\/p>\n<p>If you\u2019d like to A\/B test different versions of a follow-up you can do it as well. The idea remains the same. You can create up to five different versions of a follow-up <span id=\"urn:enhancement-a3de6d3\" class=\"textannotation disambiguated wl-thing\">email<\/span> in each Path (If-campaigns let you split your campaign into two sequences, called Paths, depending on whether a prospect opened your <span id=\"urn:enhancement-537c9b6f\" class=\"textannotation disambiguated wl-thing\">email<\/span> or clicked a link in the copy &#8211; <a href=\"https:\/\/woodpecker.co\/blog\/introducing-if-campaigns\/\">learn more about it here<\/a>)<\/p>\n<h3>Step #3 Preview the campaign<\/h3>\n<p>Before you click send, check how each version of your <span id=\"urn:enhancement-fc0e861\" class=\"textannotation disambiguated wl-thing\">email<\/span> and follow-up will look like in a prospect\u2019s inbox.<\/p>\n<img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-8106 size-full\" src=\"https:\/\/woodpecker.co\/blog\/app\/uploads\/2020\/05\/screen3-1.png\" alt=\"How to A\/B test cold emails?\" width=\"916\" height=\"1117\" srcset=\"https:\/\/woodpecker.co\/blog\/app\/uploads\/2020\/05\/screen3-1.png 916w, https:\/\/woodpecker.co\/blog\/app\/uploads\/2020\/05\/screen3-1-246x300.png 246w, https:\/\/woodpecker.co\/blog\/app\/uploads\/2020\/05\/screen3-1-768x937.png 768w, https:\/\/woodpecker.co\/blog\/app\/uploads\/2020\/05\/screen3-1-840x1024.png 840w\" sizes=\"(max-width: 916px) 100vw, 916px\" \/>\n<h3>Step #4 Compare the results<\/h3>\n<p>Once your campaign is running, it\u2019s time for monitoring and analyzing the results. Open your stats dashboard and compare each version\u2019s performance. The best rates will be marked by a special winner icon.<\/p>\n<img decoding=\"async\" loading=\"lazy\" class=\"alignnone wp-image-8123 size-full\" src=\"https:\/\/woodpecker.co\/blog\/app\/uploads\/2020\/05\/sc_winner_v2.png\" alt=\"How to A\/B test cold emails?\" width=\"916\" height=\"295\" srcset=\"https:\/\/woodpecker.co\/blog\/app\/uploads\/2020\/05\/sc_winner_v2.png 916w, https:\/\/woodpecker.co\/blog\/app\/uploads\/2020\/05\/sc_winner_v2-300x97.png 300w, https:\/\/woodpecker.co\/blog\/app\/uploads\/2020\/05\/sc_winner_v2-768x247.png 768w\" sizes=\"(max-width: 916px) 100vw, 916px\" \/>\n<p>If in the meantime, you notice that one <span id=\"urn:enhancement-68cbfa46\" class=\"textannotation disambiguated wl-thing\">email<\/span> version has significantly worse performance, you can turn it off and <span id=\"urn:enhancement-4a56ff23\" class=\"textannotation disambiguated wl-organization\">Woodpecker<\/span> will stop sending it immediately.<\/p>\n<p><div class=\"video-container\">\n    <video autoplay loop muted playsinline>\n        <source src=\"https:\/\/woodpecker.co\/blog\/app\/uploads\/2021\/03\/gif_switch1_v2.mp4\">\n    <\/video>\n<\/div><\/p>\n<h2>Start testing today<\/h2>\n<p>That\u2019s the end of your first A\/B test but it shouldn\u2019t be the end of testing. Keep experimenting with various parts of your <span id=\"urn:enhancement-f0204b5b\" class=\"textannotation disambiguated wl-thing\">email<\/span> copy on a regular basis until you\u2019re satisfied with the results. Additionally, by sending more diversified emails, you\u2019ll also improve your deliverability. That\u2019s quite a desired side effect, isn\u2019t it?<\/p>\n<p>In case you have more questions, read our <a href=\"https:\/\/woodpecker.co\/blog\/ab-tests-in-email-faq\/\" target=\"_blank\" rel=\"noopener noreferrer\">A\/B testing FAQ<\/a> that hopefully will clear all your doubts.<\/p>\n<p>\n<aside class=\"cta-block cta-block--a-version js-cta-block ab-no-10-cta-block ab-no-11-cta-block\">\n  <p class=\"cta-block__heading u-heading-preset-md-600\">Send powerful emails &amp; boost replies<\/p>\n  <div class=\"cta-block__form-container\">\n    <form class=\"js-cta-block-form\" action=\"https:\/\/woodpecker.co\/signup\/\" class=\"cta-block__button-only-form js-cta-block-no-input-form\">\n      \n\n\n\n\n\n\n\n\n<button class=\"c-button js-button c-button--color-main c-button--size-small u-focus-visible-outline\">\nStart free trial\n<\/button>    <\/form>\n    \n    <form class=\"c-input-button-form js-cta-block-form cta-block__form\" action=\"https:\/\/woodpecker.co\/signup\/\" method=\"POST\" novalidate>\n        \n  <div class=\"c-form-field js-form-field  c-input-button-form__form-field\">\n    \n    <label class=\"c-label c-form-field__label\" for=\"cta-block-form-email-1178238950\">Work email<\/label>\n\n                    \n  <input class=\"c-input  js-input c-input-button-form__input\" placeholder=\"will@woodpecker.co\" name=\"email\" id=\"cta-block-form-email-1178238950\" type=\"email\" \/>\n            \n    <span class=\"c-form-field__error js-error\">\n                                      Invalid email format\n        \n\n                <\/span>\n  <\/div>\n\n        <div class=\"c-input-button-form__button\">\n          \n\n\n\n\n\n\n\n\n<button class=\"cta-block__button c-button js-button c-button--color-main c-button--size-small u-focus-visible-outline\">\n                Start free trial\n        \n\n<\/button>        <\/div>\n\n            <\/form>\n  <\/div>\n<\/aside><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Cold emailing requires some experimentation and learning by trial and error to get it right, trying out different subject lines or various versions of email copy to see what\u2019s working and what\u2019s not. And there\u2019s no better way to find that out than by A\/B testing. Today I have a pleasure to introduce you to A\/B tests in Woodpecker, a new feature we\u2019ve just rolled out. First, let\u2019s have a closer look at what elements of your cold email you should test to improve your open and reply rates. And then I\u2019ll show you how to carry out an A\/B test step by step based on an example. Here we go.<\/p>\n","protected":false},"author":17,"featured_media":7485,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[9],"tags":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.11 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Step-by-step Guide to A\/B Testing Cold Emails and Follow-ups<\/title>\n<meta name=\"description\" content=\"There\u2019s no better way to optimize your cold emails and follow-ups than by A\/B testing. Learn how to carry out an A\/B test step by step with an example.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/woodpecker.co\/blog\/step-by-step-guide-to-a-b-testing-cold-emails-and-follow-ups\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Step-by-step Guide to A\/B Testing Cold Emails and Follow-ups\" \/>\n<meta property=\"og:description\" content=\"There\u2019s no better way to optimize your cold emails and follow-ups than by A\/B testing. Learn how to carry out an A\/B test step by step with an example.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/woodpecker.co\/blog\/step-by-step-guide-to-a-b-testing-cold-emails-and-follow-ups\/\" \/>\n<meta property=\"og:site_name\" content=\"Woodpecker Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/business.facebook.com\/woodpeckerapp\" \/>\n<meta property=\"article:published_time\" content=\"2020-05-21T07:20:35+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-01-21T09:24:49+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/woodpecker.co\/blog\/app\/uploads\/2019\/11\/Product-update_Obszar-roboczy-1.png\" \/>\n\t<meta property=\"og:image:width\" content=\"596\" \/>\n\t<meta property=\"og:image:height\" content=\"429\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Margaret Sikora\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@woodpeckerapp\" \/>\n<meta name=\"twitter:site\" content=\"@woodpeckerapp\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/woodpecker.co\/blog\/step-by-step-guide-to-a-b-testing-cold-emails-and-follow-ups\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/woodpecker.co\/blog\/step-by-step-guide-to-a-b-testing-cold-emails-and-follow-ups\/\"},\"author\":{\"name\":\"Margaret Sikora\",\"@id\":\"https:\/\/woodpecker.co\/blog\/#\/schema\/person\/dbd5fae1eeb41a0caf2e2c7bda48059f\"},\"headline\":\"Step-by-step Guide to A\/B Testing Cold Emails and Follow-ups in Woodpecker\",\"datePublished\":\"2020-05-21T07:20:35+00:00\",\"dateModified\":\"2025-01-21T09:24:49+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/woodpecker.co\/blog\/step-by-step-guide-to-a-b-testing-cold-emails-and-follow-ups\/\"},\"wordCount\":1329,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/woodpecker.co\/blog\/#organization\"},\"articleSection\":[\"Cold email advanced\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/woodpecker.co\/blog\/step-by-step-guide-to-a-b-testing-cold-emails-and-follow-ups\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/woodpecker.co\/blog\/step-by-step-guide-to-a-b-testing-cold-emails-and-follow-ups\/\",\"url\":\"https:\/\/woodpecker.co\/blog\/step-by-step-guide-to-a-b-testing-cold-emails-and-follow-ups\/\",\"name\":\"Step-by-step Guide to A\/B Testing Cold Emails and Follow-ups\",\"isPartOf\":{\"@id\":\"https:\/\/woodpecker.co\/blog\/#website\"},\"datePublished\":\"2020-05-21T07:20:35+00:00\",\"dateModified\":\"2025-01-21T09:24:49+00:00\",\"description\":\"There\u2019s no better way to optimize your cold emails and follow-ups than by A\/B testing. 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