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Experiments

How AiSDR uses AiSDR
Wins, misses, and the math

AiSDR-Lab-Experiments.sheet
Live
All
Copy
Structural
Prospecting
Channel
Experiment
Category
Diff
Status
AI memes in last email vs. no memes
Copy
Easy
Completed
Built-in deliverability vs. DIY infra
Structural
Hard
Completed
AI-personalized outreach vs. templated sends
Structural
Medium
In progress
Single signal vs. stacked signals
Prospecting
Easy
In progress
Email-first vs. LinkedIn-first
Channel
Very easy
To do
AI-personalized outreach vs. templated sends
Structural
Medium
In progress
Built-in deliverability vs. DIY infra
Structural
Hard
Completed
Email-first vs. LinkedIn-first
Channel
Very easy
To do
Get the full
experiment tracker
What’s inside
Setup and sample size for every test
The primary metric and the actual result
The caveats, and the tests that failed
A link to the full write-up on each one

Every write-up is a playbook you can run yourself

All
Channel
Copy
Prospecting
Structural
Load more

Go deeper where it matters to you

Choose your path based on what you need to understand.
What are the use cases?
See how teams use AiSDR across industries and scenarios
How is this different?
Compare AiSDR to what you’re using today
Does AiSDR actually work?
Real results from real customers
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Frequently Asked Questions

What counts as a test, and what makes the cut.

What makes it onto the sheet? plus

A test earns its spot when it changes one variable, runs matched ICPs in each arm, uses a primary metric we set before starting, and runs for at least four weeks. No cherry-picked windows. You can watch each one move from Planned to Running to Complete, and the write-up goes live once it’s done.

Do you publish the losing tests too? plus

Yes. The first post in the series is one: memes didn’t move reply rate, and per-lead conversion came out worse. We publish the losses the same way we publish the wins.

Can I run these tests on my own campaigns? plus

Yes. Every write-up lists the ICP, the sequence, the metric we watched, and what we’d change next time. It’s a method you can copy.

Whose campaigns do the results come from? plus

Two sources: our own campaigns, and real client campaigns run on AiSDR. Client results are anonymized. No names, no logos, no identifying details, just the setup and the numbers. If a client is happy to be named, we ask first.

Who runs these? plus

Our marketing team runs AiSDR’s own campaigns. Clients run theirs, sometimes with help from our GTM team.

How often do new experiments go live? plus

Whenever one finishes. We don’t rush them. Subscribe and the sheet updates the moment a new row turns Complete.

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with these giants

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