B Evidence Grade B Graded accuracy verified by the review judge Safe to Cite Current

41.6%

41.6% -- tests inconclusive rate for A/B tests (industry aggregate) (2026)

2026  · DRIP Agency

An analysis of thousands of A/B tests by DRIP Agency found that 41.6% of tests were inconclusive.

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Attribution: DRIP Agency View source
Lighthouse Research Team
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Source verified Evidence graded
Value
41.6%
Unit
Percentage
Data Vintage
2026
Entity
A/B tests (industry aggregate)
B
Strong, reliable evidence

Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.

60/100 confidence

Single source - not yet corroborated

Extraction
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
DRIP Agency Primary Tier B
https://kirro.io/split-testing-meaning ↗
Confidence: 53/100 Vintage: 2026 Channel: Wayback
Source Article
What is split testing? Meaning, types, and examples
Split testing means showing two (or more) versions of something to different visitors, then keeping the one that gets better results. That’s it. You change a headline, a button, an entire page layout. Half your visitors see the original. The other half see the new version. The data picks the winner.…
Original Research
DRIP Agency · Original study ↗

DRIP Agency analysis of thousands of A/B tests

Methodology documented
Industrymarketing
Plain Text
A/B tests (industry aggregate): 41.6% tests inconclusive rate. Source: DRIP Agency (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/ab-tests-inconclusive-41-6
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<blockquote cite="https://lighthousedata.io/data/ab-tests-inconclusive-41-6" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>41.6%</strong> -- tests inconclusive rate for A/B tests (industry aggregate)<br><small>Source: DRIP Agency (2026) · <a href="https://lighthousedata.io/data/ab-tests-inconclusive-41-6" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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