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How Do You A/B Test the Opening Line of an Outbound Call?

T
Thinnest AI Team
Oct 19, 2026 5 min read
How Do You A/B Test the Opening Line of an Outbound Call?

Short answer: give the calling campaign a second opening line. The list is split down the middle into two halves that never overlap, and each half runs as its own campaign — "(A)" with the agent's usual opening, "(B)" with the new one. When both have finished, compare them side by side: connect rate, talk time, how calls ended, and the outcomes in the transcripts. Everything else about the call stays the same, so the difference is the opening.

Why the opening line is worth testing

On an outbound call, the first sentence decides whether the person stays on. They don't know who is calling or why, and they decide fast. "Hello, am I speaking with Ravi?" and "Hello Ravi, this is Sharma Motors about your car's service" lead to different calls — and guessing which works better for your customers is less reliable than running both.

How it works, step by step

  1. Build the calling campaign as usual. Audience, calling hours, pacing and retries.
  2. Add the second opening. Fill in "Test a second opening". Leave it empty and one campaign goes out; fill it in and you get two. Two identical openings are refused — there would be nothing to compare.
  3. The list is split. Each person is placed on one side by a fixed rule based on who they are, so nobody is called by both halves, and rebuilding the audience keeps everyone on the side they were on.
  4. Each half runs as its own campaign. With its own progress, pause, retries and results — so comparing them means reading two rows, not building a report.
  5. Compare when both are done. Wait for retries to finish on both sides before deciding.

What to compare, and what each number tells you

  • Connect rate. The opening is heard only after someone picks up, so connect rate should be close on both sides. If it isn't, something other than the opening differs — check that both halves ran at the same times. It is the sanity check, not the verdict.
  • Talk time and average call length. The first sign of an opening that works: people stay on longer when they know who is calling and why. Voicemails are counted separately and left out, so a half that reached more answering machines doesn't look better or worse for it.
  • How calls ended. Declined, busy, no answer and the other reasons, side by side.
  • Outcomes. The number that matters to the business — bookings made, payments promised, leads qualified. Every call has a transcript and an outcome, and a signed webhook can send each analysed call to your CRM so you can count results per half.

Rules for a test you can trust

  • Change one thing. If B changes the greeting and the reason for calling and the offer, a winner tells you nothing about which change mattered.
  • Run both halves over the same days and hours. A half called on Saturday morning and a half called on Monday evening are different tests.
  • Be patient with small lists. Two similar openings on a short list can trade places by chance. Treat a small difference as a hint and test again on the next list.
  • Read some transcripts. Numbers tell you which opening won; transcripts tell you why — the question people asked, the moment they hung up.

The opening still has to be a fair one

Both versions should say which business is calling and why, early. Whether to say the caller is an AI is up to you — that is written into the greeting, not switched on. Consent is checked when the list is built and again just before each call, numbers on your do-not-contact list are never called, and calls stay inside 9am–9pm IST. Telemarketing registration and the rules that apply to your calls remain your responsibility.

What you need to start

A calling list big enough to split, two openings that differ in one thing, and a clear outcome to count. See voice campaigns for splits, pacing and outcomes, Indian languages for openings in Hindi, Tamil, Marathi and more, and pricing for what calls cost.

FAQ

Frequently Asked Questions

Can I A/B test an AI calling campaign?

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Yes. Add a second opening line to the campaign and the list is split into two halves, each run as its own campaign with its own results.

Could the same person be called by both versions?

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No. Each person is placed on one side by a fixed rule based on who they are, so the halves never overlap, and rebuilding the audience keeps everyone on their side.

Which numbers should decide the winner?

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Talk time and the call outcomes you care about, such as bookings or promises to pay. Connect rate should be similar on both sides, because the opening is heard only after someone answers.

Do voicemails affect the comparison?

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No. Voicemails are counted separately and kept out of the connect rate and talk time of both halves.

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