Which Companies Run The Most Detected A/B Tests Across Page Areas?

Across 1,126 area-annotated experiments tracked by Lazyweb Research, the most-tested companies are Workday (32 annotated experiments), Navan (24), and a cluster tied at 22 — Memrise, YouTube Music, and Slack [1]. Testing volume is spread across 362 companies with at least one detected experiment, so even the top testers are a small share of the total [1][2]. The leaderboard skews toward enterprise SaaS and subscription apps [1].

Workday leads all tracked companies with 32 detected experiments, ahead of Navan (24) and a three-way tie at 22 (Memrise, YouTube Music, Slack) — Lazyweb Research, July 2026.

Lazyweb Research · n=1126 · Published 2026-07-07

experimentssaasmonetizationmobileweb

The finding: a long tail with an enterprise-heavy head

Detected experiments span 362 distinct companies (out of ~809 tracked apps) [2]. The most-tested by annotated-experiment count are Workday (32), Navan (24), then Memrise, YouTube Music, and Slack (22 each), Microsoft-auth (20), Apple Music (19), and Audible (18) [1]. The head of the list mixes enterprise SaaS (Workday, Navan, Slack, GitHub) with subscription consumer apps (music, learning) [1].

Top testing companies

By distinct annotated experiments [1]:

CompanyAnnotated experiments
Workday32
Navan24
Memrise22
YouTube Music22
Slack22
Microsoft-auth20
Apple Music19
Audible18
ChatGPT17
Plantin15

Workday and Navan alone account for the entire 5-company 'business' category cut, which is why that vertical is flagged as concentrated [1][3].

How to apply it

Use the leaderboard to pick peers worth studying closely: if you're B2B SaaS, Workday, Navan, Slack, and GitHub are the highest-volume testers to benchmark against [1]. For consumer subscriptions, the music and learning apps (YouTube Music, Apple Music, Memrise) show the most detected activity [1]. High test volume signals an active experimentation culture worth learning from — but volume alone doesn't mean their changes won [1].

Caveats

Counts are detected before/after experiments observed by Lazyweb Research, not the company's full internal test program — apps tested more heavily on tracked surfaces rank higher [4]. 362 companies have at least one experiment, so top testers are still a thin slice [2]. Company concentration distorts small category cuts (e.g. business) [3].

The numbers

StatComputed from
Top testers by annotated experiments: Workday 32, Navan 24, Memrise 22, YouTube Music 22, Slack 22, Microsoft-auth 20, Apple Music 19, Audible 18, ChatGPT 17, Plantin 15top_testing_companies
362 distinct companies have at least one detected experiment, out of ~809 tracked appscompanies_with_experiments
Workday and Navan dominate the 5-company business categorysmallSampleWarnings; top_testing_companies
Counts are detected before/after experiments observed in the corpus, not internal test programsuniverse
Methodology. Universe is companies ranked by distinct annotated experiments within 1,126 annotated experiments over 4,814 detected experiments across 362 companies in the ~800 tracked-apps corpus. Counts are LLM-detected before/after diffs on tracked surfaces, July 2026, not internal test programs.

Sources & citations

  1. [1] Lazyweb Research analysis of top testing companies (~800 tracked apps), July 2026. Companies ranked by distinct annotated experiments within 1,126 annotated experiments.
  2. [2] Lazyweb Research analysis of 362 companies with detected experiments (~800 tracked apps), July 2026. Distinct companies with >=1 detected experiment out of ~809 tracked apps.
  3. [3] Lazyweb Research analysis of category concentration (~800 tracked apps), July 2026. Business category is Workday/Navan-dominated.
  4. [4] Lazyweb Research analysis of 4,814 detected experiments (~800 tracked apps), July 2026. Detected experiments are observations on tracked surfaces, not internal test logs.

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

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