What AI assistants actually recommend when buyers ask about a/b testing tools — measured weekly across 5 engines, published as open data.
Updated 2026-07-31 · 58 sampled answers · rolling 4-week window · methodology
Rankings are measured from sampled AI answers — never editorial, never paid. Orbator builds AI-visibility tooling; when Orbator itself appears in any category, it is measured by the same rules as everyone else.
Sample: 58 AI answers · Window: Jul 3, 2026 – Jul 31, 2026 (4-week rolling) · trend vs prior 4 weeks (44 answers)
Across 58 sampled AI answers from 5 engines, VWO is recommended most often — appearing in 81% of recommendations, followed by Optimizely (72.4%) and GrowthBook (69%).
This is a measurement of share of voice across 5 AI engines — not an editorial pick. See the full ranking below.
| # | Product | Share | Trend | Engines | |
|---|---|---|---|---|---|
| 1 | VWO vwo.com Best for: AI recommends VWO most when buyers ask “best experimentation platforms for product and marketing teams” (100% of those answers) | 81% 95% CI 69.1–89.1% 47 mentions · avg pos 4.8 first pick 19.1% | — | GROK 83.3%GEMINI 85.7%CHATGPT 66.7%CLAUDE 57.1%PERPLEXITY 85.7% | Claim |
| 2 | Optimizely optimizely.com Best for: AI recommends Optimizely most when buyers ask “best experimentation platforms for product and marketing teams” (100% of those answers) | 72.4% 95% CI 59.8–82.2% 42 mentions · avg pos 6.3 first pick 21.4% | — | GROK 100%GEMINI 61.9%CHATGPT 66.7%CLAUDE 57.1%PERPLEXITY 81% | Claim |
| 3 | GrowthBook growthbook.io Best for: AI recommends GrowthBook most when buyers ask “affordable alternatives to enterprise experimentation platforms” (90% of those answers) | 69% 95% CI 56.2–79.4% 40 mentions · avg pos 10.3 first pick 17.5% | — | GROK 100%GEMINI 61.9%CHATGPT 100%CLAUDE 57.1%PERPLEXITY 66.7% | Claim |
| 4 | Statsig statsig.com Best for: AI recommends Statsig most when buyers ask “affordable alternatives to enterprise experimentation platforms” (80% of those answers) | 67.2% 95% CI 54.4–77.9% 39 mentions · avg pos 9.7 first pick 17.9% | — | GROK 66.7%GEMINI 57.1%CHATGPT 100%CLAUDE 57.1%PERPLEXITY 76.2% | Claim |
| 5 | AB Tasty abtasty.com Best for: AI recommends AB Tasty most when buyers ask “best experimentation platforms for product and marketing teams” (100% of those answers) | 53.4% 95% CI 40.8–65.7% 31 mentions · avg pos 7.1 first pick 3.2% | — | GROK 66.7%GEMINI 52.4%CHATGPT 66.7%CLAUDE 42.9%PERPLEXITY 52.4% | Claim |
| 6 | PostHog posthog.com Best for: AI recommends PostHog most when buyers ask “affordable alternatives to enterprise experimentation platforms” (90% of those answers) | 50% 95% CI 37.5–62.5% 29 mentions · avg pos 12 first pick 10.3% | — | GROK 66.7%GEMINI 47.6%CHATGPT 33.3%CLAUDE 28.6%PERPLEXITY 57.1% | Claim |
| 7 | LaunchDarkly launchdarkly.com Best for: AI recommends LaunchDarkly most when buyers ask “best experimentation platforms for product and marketing teams” (80% of those answers) | 48.3% 95% CI 35.9–60.8% 28 mentions · avg pos 16.3 first pick 3.6% | — | GROK 66.7%GEMINI 38.1%CHATGPT 66.7%CLAUDE 42.9%PERPLEXITY 52.4% | Claim |
| 8 | Convert convert.com Best for: AI recommends Convert most when buyers ask “best A/B testing tools for website conversion optimization” (88.9% of those answers) | 44.8% 95% CI 32.7–57.5% 26 mentions · avg pos 6.7 first pick 3.8% | — | GROK 83.3%GEMINI 47.6%CLAUDE 14.3%PERPLEXITY 47.6% | Claim |
| 9 | Adobe Target Best for: AI recommends Adobe Target most when buyers ask “best A/B testing tools for website conversion optimization” (100% of those answers) | 41.4% 95% CI 29.6–54.2% 24 mentions · avg pos 8.2 first pick 4.2% | — | GROK 83.3%GEMINI 52.4%CHATGPT 33.3%CLAUDE 14.3%PERPLEXITY 28.6% | Claim |
| 10 | Unbounce unbounce.com Best for: AI recommends Unbounce most when buyers ask “what should I use to run A/B tests on my website without a developer” (80% of those answers) | 29.3% 95% CI 19.2–42% 17 mentions · avg pos 7.1 first pick 11.8% | — | GROK 50%GEMINI 33.3%PERPLEXITY 33.3% | Claim |
| 11 | Kameleoon kameleoon.com Best for: AI recommends Kameleoon most when buyers ask “best A/B testing tools for website conversion optimization” (77.8% of those answers) | 27.6% 95% CI 17.8–40.2% 16 mentions · avg pos 8.3 first pick 0% | — | GROK 50%GEMINI 38.1%CLAUDE 14.3%PERPLEXITY 19% | Claim |
| 12 | Crazy Egg crazyegg.com Best for: AI recommends Crazy Egg most when buyers ask “best A/B testing tools for website conversion optimization” (66.7% of those answers) | 27.6% 95% CI 17.8–40.2% 16 mentions · avg pos 9.5 first pick 6.3% | — | GROK 50%GEMINI 47.6%CLAUDE 14.3%PERPLEXITY 9.5% | Claim |
| 13 | Amplitude amplitude.com Best for: AI recommends Amplitude most when buyers ask “best experimentation platforms for product and marketing teams” (80% of those answers) | 24.1% 95% CI 15–36.5% 14 mentions · avg pos 15.3 first pick 14.3% | — | GROK 66.7%GEMINI 28.6%CHATGPT 33.3%PERPLEXITY 14.3% | Claim |
| 14 | Eppo Best for: AI recommends Eppo most when buyers ask “which A/B testing platform has the best statistical significance calculations” (36.4% of those answers) | 20.7% 95% CI 12.3–32.8% 12 mentions · avg pos 6 first pick 16.7% | — | GROK 50%GEMINI 19%CHATGPT 33.3%CLAUDE 28.6%PERPLEXITY 9.5% | Claim |
| 15 | VWO (Visual Website Optimizer) Best for: AI recommends VWO (Visual Website Optimizer) most when buyers ask “best A/B testing tools for website conversion optimization” (44.4% of those answers) | 17.2% 95% CI 9.6–28.9% 10 mentions · avg pos 3.4 first pick 20% | — | GEMINI 38.1%CLAUDE 14.3%PERPLEXITY 4.8% | Claim |
| 16 | Zoho zoho.com Best for: AI recommends Zoho most when buyers ask “what should I use to run A/B tests on my website without a developer” (50% of those answers) | 17.2% 95% CI 9.6–28.9% 10 mentions · avg pos 7.6 first pick 10% | — | GROK 50%GEMINI 19%PERPLEXITY 14.3% | Claim |
| 17 | Zoho PageSense Best for: AI recommends Zoho PageSense most when buyers ask “what should I use to run A/B tests on my website without a developer” (40% of those answers) | 15.5% 95% CI 8.4–26.9% 9 mentions · avg pos 8.1 first pick 11.1% | — | GROK 50%GEMINI 19%PERPLEXITY 9.5% | Claim |
| 18 | Varify.io varify.io Best for: AI recommends Varify.io most when buyers ask “what should I use to run A/B tests on my website without a developer” (60% of those answers) | 13.8% 95% CI 7.2–24.9% 8 mentions · avg pos 4.9 first pick 0% | — | GEMINI 19%CLAUDE 14.3%PERPLEXITY 14.3% | Claim |
| 19 | Plerdy plerdy.com Best for: AI recommends Plerdy most when buyers ask “affordable alternatives to enterprise experimentation platforms” (40% of those answers) | 13.8% 95% CI 7.2–24.9% 8 mentions · avg pos 6.3 first pick 12.5% | — | GEMINI 33.3%PERPLEXITY 4.8% | Claim |
| 20 | Contentsquare contentsquare.com Best for: AI recommends Contentsquare most when buyers ask “best A/B testing tools for website conversion optimization” (55.6% of those answers) | 12.1% 95% CI 6–22.9% 7 mentions · avg pos 5.5 first pick 0% | — | GROK 16.7%PERPLEXITY 28.6% | Claim |
| 21 | Convert Experiences Best for: AI recommends Convert Experiences most when buyers ask “best A/B testing tools for website conversion optimization” (44.4% of those answers) | 12.1% 95% CI 6–22.9% 7 mentions · avg pos 5.7 first pick 0% | — | GEMINI 28.6%PERPLEXITY 4.8% | Claim |
| 22 | Flagsmith flagsmith.com Best for: AI recommends Flagsmith most when buyers ask “affordable alternatives to enterprise experimentation platforms” (50% of those answers) | 12.1% 95% CI 6–22.9% 7 mentions · avg pos 6.3 first pick 0% | — | GROK 33.3%GEMINI 19%CLAUDE 14.3% | Claim |
| 23 | Unleash getunleash.io Best for: AI recommends Unleash most when buyers ask “affordable alternatives to enterprise experimentation platforms” (50% of those answers) | 12.1% 95% CI 6–22.9% 7 mentions · avg pos 8.9 first pick 14.3% | — | GROK 33.3%GEMINI 14.3%CHATGPT 33.3%CLAUDE 14.3% | Claim |
| 24 | Shopify shopify.com | 10.3% 95% CI 4.8–20.8% 6 mentions · avg pos 4.5 first pick 0% | — | GROK 16.7%GEMINI 9.5%PERPLEXITY 14.3% | Claim |
| 25 | Varify Best for: AI recommends Varify most when buyers ask “what should I use to run A/B tests on my website without a developer” (30% of those answers) | 10.3% 95% CI 4.8–20.8% 6 mentions · avg pos 5.3 first pick 0% | — | GEMINI 19%PERPLEXITY 9.5% | Claim |
| 26 | GA4 Best for: AI recommends GA4 most when buyers ask “what should I use to run A/B tests on my website without a developer” (50% of those answers) | 10.3% 95% CI 4.8–20.8% 6 mentions · avg pos 12.3 first pick 0% | — | GROK 33.3%GEMINI 14.3%CLAUDE 14.3% | Claim |
| 27 | Mixpanel mixpanel.com Best for: AI recommends Mixpanel most when buyers ask “how do I set up a proper experimentation program for my SaaS product” (54.5% of those answers) | 10.3% 95% CI 4.8–20.8% 6 mentions · avg pos 31.5 first pick 0% | — | GROK 33.3%GEMINI 4.8%CHATGPT 33.3%PERPLEXITY 9.5% | Claim |
| 28 | Optibase Best for: AI recommends Optibase most when buyers ask “what should I use to run A/B tests on my website without a developer” (40% of those answers) | 8.6% 95% CI 3.7–18.6% 5 mentions · avg pos 3.4 first pick 20% | — | CLAUDE 14.3%PERPLEXITY 19% | Claim |
| 29 | WordPress wordpress.com Best for: AI recommends WordPress most when buyers ask “what should I use to run A/B tests on my website without a developer” (40% of those answers) | 8.6% 95% CI 3.7–18.6% 5 mentions · avg pos 3.8 first pick 20% | — | GROK 16.7%PERPLEXITY 19% | Claim |
| 30 | Mida mida.so Best for: AI recommends Mida most when buyers ask “what should I use to run A/B tests on my website without a developer” (30% of those answers) | 8.6% 95% CI 3.7–18.6% 5 mentions · avg pos 7.8 first pick 20% | — | GROK 16.7%GEMINI 4.8%CLAUDE 14.3%PERPLEXITY 9.5% | Claim |
| 31 | Hotjar hotjar.com Best for: AI recommends Hotjar most when buyers ask “best A/B testing tools for website conversion optimization” (33.3% of those answers) | 8.6% 95% CI 3.7–18.6% 5 mentions · avg pos 13 first pick 0% | — | GROK 16.7%GEMINI 14.3%PERPLEXITY 4.8% | Claim |
| 32 | Split.io split.io | 8.6% 95% CI 3.7–18.6% 5 mentions · avg pos 15 first pick 0% | — | GEMINI 14.3%CLAUDE 14.3%PERPLEXITY 4.8% | Claim |
| 33 | Mouseflow mouseflow.com Best for: AI recommends Mouseflow most when buyers ask “how do I set up a proper experimentation program for my SaaS product” (45.5% of those answers) | 8.6% 95% CI 3.7–18.6% 5 mentions · avg pos 16.5 first pick 0% | — | GROK 16.7%GEMINI 14.3%PERPLEXITY 4.8% | Claim |
| 34 | Webflow webflow.com Best for: AI recommends Webflow most when buyers ask “what should I use to run A/B tests on my website without a developer” (40% of those answers) | 6.9% 95% CI 2.7–16.4% 4 mentions · avg pos 4.8 first pick 0% | — | GEMINI 4.8%PERPLEXITY 14.3% | Claim |
| 35 | ABRouter Best for: AI recommends ABRouter most when buyers ask “affordable alternatives to enterprise experimentation platforms” (30% of those answers) | 6.9% 95% CI 2.7–16.4% 4 mentions · avg pos 8 first pick 0% | — | GEMINI 19% | Claim |
| 36 | ABsmartly absmartly.com | 6.9% 95% CI 2.7–16.4% 4 mentions · avg pos 13.3 first pick 0% | — | GROK 16.7%GEMINI 14.3% | Claim |
| 37 | Google Optimize Best for: AI recommends Google Optimize most when buyers ask “best A/B testing tools for website conversion optimization” (33.3% of those answers) | 6.9% 95% CI 2.7–16.4% 4 mentions · avg pos 14.5 first pick 0% | — | GROK 33.3%PERPLEXITY 9.5% | Claim |
| 38 | BigQuery | 6.9% 95% CI 2.7–16.4% 4 mentions · avg pos 32 first pick 25% | — | GROK 50%CHATGPT 33.3% | Claim |
| 39 | Snowflake snowflake.com | 6.9% 95% CI 2.7–16.4% 4 mentions · avg pos 32 first pick 25% | — | GROK 50%CHATGPT 33.3% | Claim |
| 40 | Nelio A/B Testing Best for: AI recommends Nelio A/B Testing most when buyers ask “what should I use to run A/B tests on my website without a developer” (30% of those answers) | 5.2% 95% CI 1.8–14.1% 3 mentions · avg pos 5.5 first pick 33.3% | — | GROK 16.7%PERPLEXITY 9.5% | Claim |
| 41 | Convertize convertize.io | 5.2% 95% CI 1.8–14.1% 3 mentions · avg pos 5.7 first pick 0% | — | GEMINI 14.3% | Claim |
| 42 | Instapage instapage.com | 5.2% 95% CI 1.8–14.1% 3 mentions · avg pos 5.7 first pick 66.7% | — | GEMINI 9.5%PERPLEXITY 4.8% | Claim |
| 43 | Dynamic Yield dynamicyield.com Best for: AI recommends Dynamic Yield most when buyers ask “best A/B testing tools for website conversion optimization” (33.3% of those answers) | 5.2% 95% CI 1.8–14.1% 3 mentions · avg pos 10.3 first pick 0% | — | GEMINI 14.3% | Claim |
| 44 | Notion notion.so | 5.2% 95% CI 1.8–14.1% 3 mentions · avg pos 40.7 first pick 0% | — | GROK 16.7%CHATGPT 33.3%CLAUDE 14.3% | Claim |
| 45 | SurveyMonkey surveymonkey.com Best for: AI recommends SurveyMonkey most when buyers ask “which A/B testing platform has the best statistical significance calculations” (36.4% of those answers) | 3.4% 95% CI 1–11.7% 2 mentions · avg pos 2.5 first pick 50% | — | GEMINI 4.8%PERPLEXITY 4.8% | Claim |
| 46 | Mojito | 3.4% 95% CI 1–11.7% 2 mentions · avg pos 5.5 first pick 0% | — | GEMINI 9.5% | Claim |
| 47 | Firebase A/B Testing | 3.4% 95% CI 1–11.7% 2 mentions · avg pos 9.5 first pick 0% | — | GEMINI 9.5% | Claim |
| 48 | Optimizely Web | 3.4% 95% CI 1–11.7% 2 mentions · avg pos 12 first pick 0% | — | CHATGPT 33.3%PERPLEXITY 4.8% | Claim |
| 49 | Omniconvert | 3.4% 95% CI 1–11.7% 2 mentions · avg pos 12.5 first pick 0% | — | GROK 16.7%GEMINI 4.8% | Claim |
| 50 | SiteSpect | 3.4% 95% CI 1–11.7% 2 mentions · avg pos 15 first pick 0% | — | GEMINI 4.8%PERPLEXITY 4.8% | Claim |
| 51 | Intempt intempt.com Best for: AI recommends Intempt most when buyers ask “how do I set up a proper experimentation program for my SaaS product” (36.4% of those answers) | 3.4% 95% CI 1–11.7% 2 mentions · avg pos 16 first pick 0% | — | GROK 16.7%PERPLEXITY 4.8% | Claim |
| 52 | Vanity | 3.4% 95% CI 1–11.7% 2 mentions · avg pos 18.5 first pick 0% | — | GROK 16.7%GEMINI 4.8% | Claim |
| 53 | Product Led productled.com Best for: AI recommends Product Led most when buyers ask “how do I set up a proper experimentation program for my SaaS product” (45.5% of those answers) | 3.4% 95% CI 1–11.7% 2 mentions · avg pos 24 first pick 0% | — | GROK 16.7%PERPLEXITY 4.8% | Claim |
| 54 | FullStory fullstory.com | 3.4% 95% CI 1–11.7% 2 mentions · avg pos 55.5 first pick 0% | — | GROK 16.7%CHATGPT 33.3% | Claim |
| 55 | UXCam uxcam.com Best for: AI recommends UXCam most when buyers ask “best experimentation platforms for product and marketing teams” (40% of those answers) | 3.4% 95% CI 1–11.7% 2 mentions first pick 0% | — | PERPLEXITY 9.5% | Claim |
| 56 | Neil Patel | 1.7% 95% CI 0.3–9.1% 1 mentions · avg pos 1 first pick 100% | — | GEMINI 4.8% | Claim |
| 57 | Harness FME harness.io | 1.7% 95% CI 0.3–9.1% 1 mentions · avg pos 5 first pick 0% | — | GROK 16.7% | Claim |
| 58 | Datadog datadoghq.com | 1.7% 95% CI 0.3–9.1% 1 mentions · avg pos 6 first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 59 | Django-lean | 1.7% 95% CI 0.3–9.1% 1 mentions · avg pos 6 first pick 0% | — | GEMINI 4.8% | Claim |
| 60 | Genetify | 1.7% 95% CI 0.3–9.1% 1 mentions · avg pos 6 first pick 0% | — | GEMINI 4.8% | Claim |
| 61 | Petri | 1.7% 95% CI 0.3–9.1% 1 mentions · avg pos 6 first pick 0% | — | GEMINI 4.8% | Claim |
| 62 | Conductrics conductrics.com | 1.7% 95% CI 0.3–9.1% 1 mentions · avg pos 10 first pick 0% | — | GEMINI 4.8% | Claim |
| 63 | Planout | 1.7% 95% CI 0.3–9.1% 1 mentions · avg pos 10 first pick 0% | — | GEMINI 4.8% | Claim |
| 64 | Optimizely Web Experimentation | 1.7% 95% CI 0.3–9.1% 1 mentions · avg pos 12 first pick 0% | — | CHATGPT 33.3% | Claim |
| 65 | Adobe Sign adobe.com | 1.7% 95% CI 0.3–9.1% 1 mentions · avg pos 13 first pick 0% | — | GEMINI 4.8% | Claim |
| 66 | Heap heap.io | 1.7% 95% CI 0.3–9.1% 1 mentions · avg pos 18 first pick 0% | — | GROK 16.7% | Claim |
| 67 | Jira | 1.7% 95% CI 0.3–9.1% 1 mentions · avg pos 94 first pick 0% | — | CHATGPT 33.3% | Claim |
| 68 | Appcues appcues.com | 1.7% 95% CI 0.3–9.1% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 69 | CleverX cleverx.com Best for: AI recommends CleverX most when buyers ask “affordable alternatives to enterprise experimentation platforms” (30% of those answers) | 1.7% 95% CI 0.3–9.1% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 70 | Contentful contentful.com | 1.7% 95% CI 0.3–9.1% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 71 | Coursera coursera.org | 1.7% 95% CI 0.3–9.1% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 72 | Humblytics humblytics.com | 1.7% 95% CI 0.3–9.1% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 73 | Listen Labs listenlabs.ai | 1.7% 95% CI 0.3–9.1% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 74 | Mavan mavan.com Best for: AI recommends Mavan most when buyers ask “how do I set up a proper experimentation program for my SaaS product” (36.4% of those answers) | 1.7% 95% CI 0.3–9.1% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 75 | Monetate monetate.com | 1.7% 95% CI 0.3–9.1% 1 mentions first pick 0% | — | GROK 16.7% | Claim |
| 76 | Zigpoll zigpoll.com | 1.7% 95% CI 0.3–9.1% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 77 | iubenda iubenda.com Best for: AI recommends iubenda most when buyers ask “what should I use to run A/B tests on my website without a developer” (30% of those answers) | 1.7% 95% CI 0.3–9.1% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
Reading the numbers: Share is a point estimate on 58 sampled answers, so each row also shows its 95% CI — the Wilson score interval around that share. When two products' intervals overlap, the gap between them isn't statistically meaningful at this sample size. First pick is the share of a product's recommending answers where it was named first, which separates “always mentioned” from “usually the top recommendation”. Full methodology.
Independence: Orbator customers are badged for disclosure. Customer status does not affect prompts, sampling, extraction, or ranking — see the methodology. Your product on this list? Claim it to see the prompts behind your rank and track it weekly.
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