Landing Pages
Landing Page A/B Testing That You Can Trust
A/B testing should reduce uncertainty rather than manufacture confidence. We define hypotheses, metrics, guardrails, readiness, instrumentation, and an appropriate analysis plan before interpreting a result. We do not guarantee uplift or declare a winner without adequate evidence.
Start with a Hypothesis, Not a Guess
Every test begins with a clear hypothesis: what you expect to change, why, and how you'll measure it. We define the primary metric—like form submissions or click-through rate—and guardrails to ensure we're not improving one thing at the cost of another.
Plan for Valid Results
We assess your traffic to determine if a test is feasible, and we plan sample sizes and durations using appropriate statistical methods. We check for contamination—like overlapping campaigns or seasonal shifts—and we don't rely on a one-size-fits-all significance threshold. The plan is tailored to your situation.
Instrumentation and QA
Before we launch, we verify that tracking is set up correctly, variants are isolated, and the test is running as intended. We monitor for technical issues that could skew results, and we document any anomalies.
Interpretation and Next Steps
When the test concludes, we interpret the results honestly. If there's enough evidence, we recommend a path forward—whether that's implementing the winner, running another test, or abandoning the idea. We document what we learned so your future tests get smarter.
What the engagement can produce
Practical deliverables
Hypothesis and Metric Definition
We write a clear hypothesis, define the primary metric and guardrails, and document the expected impact.
Traffic and Readiness Assessment
We evaluate your traffic volume and page readiness to determine if a test is viable and how long it might take.
Test Setup and QA
We configure variants, review variant isolation, and verify tracking and instrumentation before launch.
Analysis and Documentation
We analyze results with appropriate statistical methods, interpret findings, and document recommendations and learnings.
Related landing page services
Plan a Defensible Landing Page Test
Let us assess the hypothesis, traffic, instrumentation, and decision rule before launching the next experiment.