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Validate variants vs diagnose why first

VWO tells you which variant won. WhyIQ tells you what to test, and why.

VWO runs A/B and multivariate tests on your live traffic and reports a statistical winner. But about 80% of tests fail to beat the control, usually because the hypothesis was a guess. WhyIQ runs 50 visitor archetypes against the page in about 2 minutes, with no traffic, and explains why each one leaves, so the test you run is the right one. They sit at different points in the same loop.

VWOWhyIQ
Primary question answeredWhich variant wins on live traffic?Why does each archetype leave?
Visitor viewAggregate test cohortsPer-archetype (50 distinct profiles)
Works pre-launchNo, needs live traffic to testYes, any URL
Time to a resultWeeks per test for significanceAbout 2 minutes
Output shapeStatistical winner between variantsPrioritized failure-mode list with fixes
Generates the hypothesisYou bring itYes, the diagnosis is the hypothesis
Works on low-traffic pagesNo, tests take monthsYes, regardless of traffic
AI search citabilityNot measuredScored on every scan
Tracking script on siteRequiredNone
Starting priceFree plan, paid scales by trafficFrom $10 for 5 scans, credits never expire
What WhyIQ adds

The part of CRO that happens before the test

VWO is excellent at confirming what wins on real traffic. WhyIQ adds the diagnosis that decides what is worth testing, and works on pages that could never run a meaningful experiment. Why low traffic breaks A/B testing.

The weak-hypothesis problem

Roughly 80% of A/B tests fail to beat the control, usually because the hypothesis was a guess. WhyIQ runs 50 archetypes against the page and hands you the diagnosis, so the variant you test in VWO is the one the evidence points to.

The pre-traffic gap

VWO cannot run a test until enough live traffic accumulates. WhyIQ diagnoses a brand-new page or a staging redesign in about 2 minutes, so launch decisions do not wait weeks for a test to conclude.

The aggregate-cohort blind spot

VWO measures lift across a whole test cohort. WhyIQ separates 50 archetypes so you can see which segment the current page loses and which one a variant should target, instead of optimizing for an averaged visitor who does not exist.

The low-traffic dead end

At 1,000 visitors a month a single test can take over a year to reach significance. WhyIQ needs no traffic at all, so low-traffic and pre-launch pages get a real diagnosis instead of an experiment that never concludes.

Honest about limits

What WhyIQ does not replace

VWO confirms what actually wins on real visitors. WhyIQ diagnoses why and what to test. Both have value, neither replaces the other.

Live A/B and multivariate testing on real traffic

Statistical measurement of real conversion lift between variants

Server-side experimentation, feature flags, and staged rollouts

On-traffic personalization and audience targeting

The confirmed, real-traffic winner that only an experiment can establish

When each is the right call

Use WhyIQ when

  • You need to decide what to test before spending the traffic
  • A page or whole site is new and has no test-ready traffic
  • An experiment lost and you need to understand why
  • Traffic is too low for a test to ever reach significance
  • Auditing a full funnel in one pass (up to 25 pages)
  • You want a fix list and AI search citability on the same scan

Use VWO when

  • You have enough live traffic to reach statistical significance
  • You need to confirm real conversion lift between variants
  • Multivariate testing across many elements is the goal
  • Server-side experimentation and feature flags are in scope
  • On-traffic personalization and targeting is the workflow

Test the right thing. Diagnose before you experiment.

Paste any URL and get 50 behavioral simulations, per-archetype confusion points, prioritized fix recommendations, and a shareable report. Free to try, no tracking script required.

No browser extension. No tracking code. No signup required to see results.