How Many Companies Are Running Detectable UI Experiments, and Who Tests Most?

Lazyweb Research detected 4,814 before/after UI experiments across 362 distinct companies within its ~800-app corpus by July 2026; 2,160 of those experiments carry area-level annotations. Testing is concentrated: the most active company (Workday) accounts for 32 annotated experiments, and the top 20 testers each run 11 or more. The corpus skews mobile — 4,449 of 4,814 experiments (92.4%) are mobile. [1]

Lazyweb Research detected 4,814 UI experiments across 362 companies; the most active tester ran 32 annotated experiments — July 2026.

Lazyweb Research · n=4814 · Published 2026-07-07

experimentsmobilewebsaasux-patternsmonetization

The scale

Corpus headline numbers: [1]

MetricValue
Detected experiments4,814
Companies with ≥1 experiment362
Annotated experiments1,126
Area annotations2,160
Mobile / web experiments4,449 / 365 (92.4% / 7.6%)

The corpus is overwhelmingly mobile: web contributes only 365 experiments (7.6%), so most cross-cutting findings describe mobile behavior. [2]

Who tests most

The most-annotated companies (distinct experiments): Workday 32, Navan 24, Memrise 22, YouTube Music 22, Slack 22, Microsoft Auth 20, Apple Music 19, Audible 18, ChatGPT 17, Plantin 15. [3] The top 20 all run 11+ annotated experiments each. This is a long-tail distribution — a handful of very active companies plus a broad base of occasional testers across 362 firms. [1][3]

How to apply it and caveats

Use this to calibrate benchmarks: when a page here cites a per-company or per-category pattern, the base is tens of experiments, not thousands. If you benchmark against 'what the field does,' remember it's really 'what these 362 tracked apps did,' skewed mobile. Caveats: these are observed UI diffs with inferred rationale, not measured A/B outcomes [4]; company counts join a control screenshot to a company name, so labeling edge cases exist.

The numbers

StatComputed from
4,814 experiments / 2,160 annotations / 1,126 annotated experiments / 362 companiesstatpack totals + companies_with_experiments
Mobile 4,449 (92.4%) / web 365 (7.6%)statpack platform_split_experiments
Top testers: Workday 32, Navan 24, Memrise 22, YouTube Music 22, Slack 22, Microsoft Auth 20, Apple Music 19, Audible 18, ChatGPT 17, Plantin 15statpack top_testing_companies
Experiments are observed UI diffs with inferred rationale, not measured A/B outcomesstatpack methodology note
Methodology. Universe: 4,814 detected before/after UI experiments (4,449 mobile / 365 web) across 362 companies in the ~800-app corpus, with 2,160 area annotations on 1,126 experiments, July 2026. Company names join a control screenshot; all counts are observations, not measured lift.

Sources & citations

  1. [1] Lazyweb Research analysis of 4,814 detected experiments across 362 companies, July 2026. 2,160 annotations on 1,126 experiments; ~800-app corpus.
  2. [2] Lazyweb Research analysis of 4,814 detected experiments, July 2026. Platform split: mobile 4,449 / web 365.
  3. [3] Lazyweb Research analysis of most-annotated companies, July 2026. Distinct annotated experiments per company; top 20 each ≥11.
  4. [4] Lazyweb Research methodology note, July 2026. Observed before/after diffs with inferred rationale, not measured results.

Source: Lazyweb Research — proprietary analysis of real, in-market app screens. Cite as Lazyweb Research, 2026-07-07.

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