# Best Enterprise A/B Testing Tools

  *By [Alanna Iwuh](https://research.g2.com/insights/author/alanna-iwuh)*

   Products classified in the overall A/B Testing category are similar in many regards and help companies of all sizes solve their business problems. However, enterprise business features, pricing, setup, and installation differ from businesses of other sizes, which is why we match buyers to the right Enterprise Business A/B Testing to fit their needs. Compare product ratings based on reviews from enterprise users or connect with one of G2's buying advisors to find the right solutions within the Enterprise Business A/B Testing category.

In addition to qualifying for inclusion in the A/B Testing Tools category, to qualify for inclusion in the Enterprise Business A/B Testing Tools category, a product must have at least 10 reviews left by a reviewer from an enterprise business.





## Category Overview

**Total Products under this Category:** 195


## Trust & Credibility Stats

**Why You Can Trust G2's Software Rankings:**

- 30 Analysts and Data Experts
- 20,200+ Authentic Reviews
- 195+ Products
- Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.


## Best A/B Testing Tools At A Glance

- **Best for Small Businesses:** [PostHog](https://www.g2.com/products/posthog/reviews)
- **Best for Mid-Market:** [Statsig](https://www.g2.com/products/statsig/reviews)
- **Best for Enterprise:** [Statsig](https://www.g2.com/products/statsig/reviews)
- **Highest User Satisfaction:** [VWO Testing](https://www.g2.com/products/wingify-vwo-testing/reviews)
- **Best Free Software:** [VWO Testing](https://www.g2.com/products/wingify-vwo-testing/reviews)


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---

## Top-Rated Products (Ranked by G2 Score)
  ### 1. [Statsig](https://www.g2.com/products/statsig/reviews)
  Statsig combines experimentation, feature flagging, product analytics, and session replays into a single, powerful platform - helping your team build faster, and make smarter product decisions. All of Statsig's products are powered by a single of data and infrastructure, and can be run in your data warehouse. Today, thousands of companies rely on Statsig, including OpenAI, Notion, Atlassian, Microsoft. Statsig can help you... - Iterate Faster: Turn ideas into tests or scale your current experimentation program with the world’s most powerful experimentation infrastructure & stats engine. - Ship Smarter: Speed up releases without increasing risk. Link every release to product data for automated alerts and guardrails, then give your whole team the power to ship and watch the magic happen. - Learn more from your data: Empower every stakeholder on your team — from Product to Engineering to Data —with unified analytics, backed by one set of data and a full set of product analytics tools. The Statsig team has worked helped build data-driven cultures at some largest enterprises in the world - and we're here to help you, wherever you are on your journey. And no matter how big (or small) you are, our tools will scale to meet your needs and help you cut spend. Are you ready to start your data-driven journey?


  **Average Rating:** 4.7/5.0
  **Total Reviews:** 345

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.6/10 (Category avg: 9.1/10)
- **Reporting and Analytics:** 8.8/10 (Category avg: 8.4/10)
- **Multivariate testing capacities:** 8.9/10 (Category avg: 8.4/10)
- **AI/Machine Learning:** 6.8/10 (Category avg: 7.5/10)


**Seller Details:**

- **Seller:** [OpenAI](https://www.g2.com/sellers/openai)
- **Company Website:** https://openai.com/
- **Year Founded:** 2015
- **HQ Location:** San Francisco, CA
- **Twitter:** @OpenAI (4,781,147 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/openai/ (1,933 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** Software Engineer, Product Manager
  - **Top Industries:** Computer Software, Information Technology and Services
  - **Company Size:** 45% Mid-Market, 29% Enterprise


#### Pros & Cons

**Pros:**

- Ease of Use (147 reviews)
- Experimentation (123 reviews)
- Analytics (109 reviews)
- Easy Setup (104 reviews)
- Features (101 reviews)

**Cons:**

- Learning Curve (53 reviews)
- Steep Learning Curve (49 reviews)
- Missing Features (36 reviews)
- Lack of Guidance (33 reviews)
- Data Inaccuracy (28 reviews)

  ### 2. [VWO Testing](https://www.g2.com/products/wingify-vwo-testing/reviews)
  Running an experimentation program is tricky. Whether your goal is to boost website conversion or improve user experience, there’s just so much you need to do to get things right. That’s why thousands of the world's leading enterprise brands like WMG, eBay, Ubisoft, Qualicorp, and others look to VWO for running and scaling their digital experimentation. VWO is the world’s leading web testing and conversion optimization platform that enables growing businesses to optimize their web experience across desktop, mobile, and other devices, to deliver a unique experience. Gathering user insights, prioritizing hypotheses, planning a roadmap, conducting tests, analyzing results - VWO lets you cover the whole 9 yards. VWO is thoughtfully designed for ease of experimentation. You can launch a test within minutes without any help from IT. With certifications including BS and ISO, VWO is fully GDPR compliant and provides robust security by design and default. With industry-leading 24/7 support and a 98% customer satisfaction rate, servicing a billion requests a day while ensuring 100% uptime – VWO is built for Enterprises! VWO’s global customer base includes brands like Vodafone, Samsung, Toyota, and eBay and has helped more than 4,500 brands across the globe to run over 600,000 experiments to date.


  **Average Rating:** 4.4/5.0
  **Total Reviews:** 913

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 9.1/10)
- **Reporting and Analytics:** 8.2/10 (Category avg: 8.4/10)
- **Multivariate testing capacities:** 8.4/10 (Category avg: 8.4/10)
- **AI/Machine Learning:** 6.7/10 (Category avg: 7.5/10)


**Seller Details:**

- **Seller:** [Wingify](https://www.g2.com/sellers/wingify)
- **Year Founded:** 2010
- **HQ Location:** New Delhi
- **Twitter:** @wingify (7,345 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/1775796/ (461 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** Product Manager, Digital Marketing Manager
  - **Top Industries:** Computer Software, Marketing and Advertising
  - **Company Size:** 56% Mid-Market, 26% Small-Business


#### Pros & Cons

**Pros:**

- Ease of Use (180 reviews)
- Customer Support (146 reviews)
- A/B Testing (138 reviews)
- Easy Setup (111 reviews)
- Analytics (92 reviews)

**Cons:**

- Limited Features (50 reviews)
- Missing Features (47 reviews)
- Limitations (45 reviews)
- Learning Curve (34 reviews)
- Slow Performance (34 reviews)

  ### 3. [AB Tasty](https://www.g2.com/products/ab-tasty/reviews)
  At AB Tasty, we’re your partner for pushing great ideas even further through optimization. We achieve this by empowering brands to build better experiences using personalization, experimentation, recommendations, search and the market’s only emotions-based segmentation solution. Our all-in-one platform offers web and API solutions for a unified approach to creating seamless experiences. We are a trusted partner in optimization and innovation to over 1,100 brands including Kering, McDonald’s, Ulta Beauty, L’Oreal, Disneyland Paris, LVMH, and many others. Our global team of experts is what sets us apart with an unmatched customer-first mindset embedded into company culture. To learn more, visit www.abtasty.com


  **Average Rating:** 4.4/5.0
  **Total Reviews:** 402

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.1/10 (Category avg: 9.1/10)
- **Reporting and Analytics:** 7.8/10 (Category avg: 8.4/10)
- **Multivariate testing capacities:** 8.2/10 (Category avg: 8.4/10)
- **AI/Machine Learning:** 6.4/10 (Category avg: 7.5/10)


**Seller Details:**

- **Seller:** [AB Tasty](https://www.g2.com/sellers/ab-tasty)
- **Company Website:** https://www.abtasty.com
- **Year Founded:** 2009
- **HQ Location:** PARIS, France
- **Twitter:** @ABTasty (11,882 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/1885711/ (345 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** Product Manager, Chef de projet digital
  - **Top Industries:** Retail, Cosmetics
  - **Company Size:** 51% Mid-Market, 32% Enterprise


#### Pros & Cons

**Pros:**

- Ease of Use (95 reviews)
- Customer Support (73 reviews)
- A/B Testing (57 reviews)
- Helpful (56 reviews)
- Easy Setup (46 reviews)

**Cons:**

- Limitations (25 reviews)
- Testing Difficulties (25 reviews)
- Difficult Learning (23 reviews)
- Learning Curve (20 reviews)
- Missing Features (18 reviews)

  ### 4. [LaunchDarkly](https://www.g2.com/products/launchdarkly/reviews)
  Founded in 2014 and headquartered in Oakland, California, LaunchDarkly serves over 5,500 enterprises, including a quarter of the Fortune 500. As the industry’s leading end-to-end feature management platform, LaunchDarkly enables software and AI development teams to de-risk every release, accelerate AI development, remove barriers to experimentation, and increase developer productivity. By separating feature releases from deployments, teams can ship confidently, experiment safely, and continuously optimize software delivery—ensuring governance, control, and velocity at scale. The LaunchDarkly platform is built on four core components that enable teams to release with confidence and drive business impact. Guarded Releases provide real-time monitoring, progressive rollouts, and instant rollbacks, allowing teams to minimize risk and prevent faulty features from impacting users. AI Configurations enable teams to iterate on models and prompts in real time, refining AI behavior without requiring redeployment. Experimentation unifies feature delivery and testing, helping teams analyze feature performance and ship the best-performing variations based on real data. Release Management standardizes best practices at scale, providing automated rollout pipelines, structured governance, and real-time visibility into release health. At its core, LaunchDarkly empowers organizations to move faster while reducing risk. With automated feature rollouts, real-time release insights, and seamless integration with CI/CD workflows and data platforms like Snowflake, development teams can increase productivity, reduce downtime, and bring new innovations to market faster than ever. Organizations that adopt LaunchDarkly gain a competitive edge by accelerating release velocity, minimizing risk, and continuously optimizing customer experiences to maximize business impact.


  **Average Rating:** 4.5/5.0
  **Total Reviews:** 694

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 9.1/10)
- **Reporting and Analytics:** 7.3/10 (Category avg: 8.4/10)
- **Multivariate testing capacities:** 8.3/10 (Category avg: 8.4/10)
- **AI/Machine Learning:** 6.1/10 (Category avg: 7.5/10)


**Seller Details:**

- **Seller:** [LaunchDarkly](https://www.g2.com/sellers/launchdarkly)
- **Company Website:** https://launchdarkly.com/
- **Year Founded:** 2014
- **HQ Location:** Oakland, CA
- **Twitter:** @LaunchDarkly (5,550 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/3749939/ (622 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** Software Engineer, Senior Software Engineer
  - **Top Industries:** Computer Software, Information Technology and Services
  - **Company Size:** 46% Mid-Market, 38% Enterprise


#### Pros & Cons

**Pros:**

- Ease of Use (281 reviews)
- Feature Flags (242 reviews)
- Features (147 reviews)
- Easy Setup (116 reviews)
- Simple (85 reviews)

**Cons:**

- Feature Flags Issues (75 reviews)
- Feature Flags Management (55 reviews)
- Missing Features (54 reviews)
- Confusing Interface (48 reviews)
- Learning Curve (48 reviews)

  ### 5. [Bloomreach](https://www.g2.com/products/bloomreach-bloomreach/reviews)
  Bloomreach is the agentic platform for personalization. Powering autonomous search, conversational shopping, and autonomous marketing, Bloomreach personalizes the entire customer experience. From retail to financial services, hospitality to gaming, businesses create experiences that drive higher growth and lasting loyalty. Bloomreach drives personalization for 1,400+ brands around the world, including American Eagle, Sonepar, and Pandora. The target audience for Bloomreach encompasses commerce businesses of all sizes that are looking to optimize customer interactions and drive sales growth. Its suite of products is particularly beneficial for marketers, content creators, and ecommerce managers who aim to improve customer engagement and conversion rates. Bloomreach is well-suited for brands operating across multiple channels, as it provides a cohesive strategy to connect with customers effectively. Use cases include personalized marketing campaigns, enhanced product discovery, streamlined content management, and AI-driven customer service, making it a versatile tool for various business needs. Key features of Bloomreach include its Engagement platform, which offers robust marketing automation capabilities that enable businesses to deliver personalized messages and offers based on customer behavior. The Discovery solution enhances the search experience on ecommerce sites, ensuring that customers can easily find products that match their interests. Additionally, the Content product functions as a headless content management system (CMS), allowing for flexible content delivery across various platforms. The Clarity tool, an AI-powered conversational shopping assistant, further enriches the customer experience by facilitating real-time interactions and support. The integration of Loomi, Bloomreach's AI for ecommerce, significantly amplifies the platform's capabilities by enabling rapid data processing and analysis. This results in new pathways for customers to engage with products, ultimately leading to increased profitability and accelerated business growth. Bloomreach is designed to simplify complex tasks, offering advanced customer journeys, social ad retargeting, omnichannel support, and AI-powered optimization. This comprehensive feature set provides a holistic view of the customer, optimizing experiences across all channels. The platform is also cost-effective and faster to deploy compared to competitors, reducing reliance on third-party solutions and lowering the total cost of ownership. With high ratings in customer reviews, Bloomreach is recognized for the quality of its user guides, support, and overall reliability, making it a valuable asset for businesses seeking to enhance their ecommerce strategies.


  **Average Rating:** 4.6/5.0
  **Total Reviews:** 745

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.1/10 (Category avg: 9.1/10)
- **Reporting and Analytics:** 8.3/10 (Category avg: 8.4/10)
- **Multivariate testing capacities:** 8.3/10 (Category avg: 8.4/10)
- **AI/Machine Learning:** 7.0/10 (Category avg: 7.5/10)


**Seller Details:**

- **Seller:** [Bloomreach](https://www.g2.com/sellers/bloomreach)
- **Company Website:** https://www.bloomreach.com
- **Year Founded:** 2009
- **HQ Location:** Mountain View, CA
- **Twitter:** @bloomreach_tm (10,410 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/bloomreach/ (1,124 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** CRM Manager, Marketing Manager
  - **Top Industries:** Retail, Marketing and Advertising
  - **Company Size:** 49% Mid-Market, 28% Small-Business


#### Pros & Cons

**Pros:**

- Ease of Use (116 reviews)
- Features (106 reviews)
- Helpful (94 reviews)
- Customer Support (90 reviews)
- Customer Engagement (79 reviews)

**Cons:**

- Learning Curve (91 reviews)
- Learning Difficulty (61 reviews)
- Missing Features (59 reviews)
- Limited Features (54 reviews)
- Difficult Learning (51 reviews)

  ### 6. [Netcore Customer Engagement Platform](https://www.g2.com/products/netcore-customer-engagement-platform/reviews)
  With over 25+ years of experience and a global presence across Asia, Europe, and the USA, Netcore is an AI-powered platform designed to transform customer experience and personalization in the world of digital marketing. Its comprehensive suite of tools cater to various aspects of digital marketing, including omni-channel communication strategies, a customer data platform, personalization, and generative AI tools. This platform is tailored for marketers looking to elevate their brand’s presence, foster deeper customer relationships, and drive substantial growth through personalized customer journeys. With its robust analytics, Netcore helps brands understand their audience better, enabling targeted marketing campaigns that resonate with customers on a personal level. The platform’s AI and machine learning capabilities ensure that each customer interaction is optimized for engagement and conversion, making every touchpoint an opportunity to impress and retain. Serving over 6,500 brands across 40 countries, Netcore has proven its effectiveness in enhancing customer satisfaction and loyalty, ultimately contributing to increased revenue and market share for businesses. Whether you’re looking to refine your email marketing strategy, personalize your web experience, or engage customers across multiple channels seamlessly, Netcore offers the technology and expertise to achieve your goals. Don’t miss out on the opportunity to redefine your digital marketing strategy with Netcore. Learn more at https://netcorecloud.com/


  **Average Rating:** 4.5/5.0
  **Total Reviews:** 554

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.1/10 (Category avg: 9.1/10)
- **Reporting and Analytics:** 8.8/10 (Category avg: 8.4/10)
- **Multivariate testing capacities:** 8.5/10 (Category avg: 8.4/10)
- **AI/Machine Learning:** 8.1/10 (Category avg: 7.5/10)


**Seller Details:**

- **Seller:** [Netcore Private Limited](https://www.g2.com/sellers/netcore-private-limited)
- **Company Website:** https://netcorecloud.com/
- **Year Founded:** 1998
- **HQ Location:** Mumbai, Maharashtra
- **Twitter:** @netcore_cloud (1,835 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/netcore-solutions/ (1,267 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** Marketing Manager, Digital Marketing Manager
  - **Top Industries:** Financial Services, Insurance
  - **Company Size:** 49% Mid-Market, 34% Enterprise


#### Pros & Cons

**Pros:**

- Ease of Use (166 reviews)
- Customer Support (120 reviews)
- Helpful (119 reviews)
- Features (116 reviews)
- Customer Engagement (114 reviews)

**Cons:**

- Missing Features (49 reviews)
- Slow Performance (43 reviews)
- Slow Loading (39 reviews)
- Learning Curve (38 reviews)
- Limited Features (32 reviews)

  ### 7. [Optimizely Web Experimentation](https://www.g2.com/products/optimizely-web-experimentation/reviews)
  Optimizely Web Experimentation enables marketers and product teams to run fast, scalable experiments and personalization campaigns—without heavy dependence on engineering resources. Easily test user interactions, refine digital experiences with data-backed decisions, and leverage edge delivery for lightning-fast experimentation. AI-powered agents to help you along the way as well. Optimizely provides a unified workspace where experimentation teams can seamlessly manage, collaborate, and gain full visibility into their testing programs. From designing experiments to analyzing results, teams can drive efficiency, enhance collaboration, and accelerate performance to create impactful digital experiences.


  **Average Rating:** 4.2/5.0
  **Total Reviews:** 401

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 7.9/10 (Category avg: 9.1/10)
- **Reporting and Analytics:** 8.2/10 (Category avg: 8.4/10)
- **Multivariate testing capacities:** 8.4/10 (Category avg: 8.4/10)
- **AI/Machine Learning:** 6.4/10 (Category avg: 7.5/10)


**Seller Details:**

- **Seller:** [Optimizely](https://www.g2.com/sellers/optimizely-a5a01825-75d4-4ab9-84c1-3a421d75af81)
- **Company Website:** https://www.optimizely.com/
- **Year Founded:** 1994
- **HQ Location:** New York
- **Twitter:** @Optimizely (28,826 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/optimizely/ (1,613 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** Software Engineer, Product Manager
  - **Top Industries:** Computer Software, Financial Services
  - **Company Size:** 47% Mid-Market, 30% Enterprise


#### Pros & Cons

**Pros:**

- Ease of Use (31 reviews)
- Experimentation (29 reviews)
- Easy Setup (24 reviews)
- Features (24 reviews)
- A/B Testing (23 reviews)

**Cons:**

- Learning Curve (16 reviews)
- Difficult Learning (13 reviews)
- Difficulty of Use (13 reviews)
- Testing Difficulties (10 reviews)
- Coding Difficulties (8 reviews)

  ### 8. [Adobe Target](https://www.g2.com/products/adobe-adobe-target/reviews)
  Adobe Target is an enterprise-level personalization and optimization platform designed to enhance digital customer experiences across various channels, including websites, mobile apps, emails, and more. By leveraging advanced machine learning algorithms and real-time data, Adobe Target enables businesses to deliver tailored content and offers, thereby improving key performance metrics such as conversions, customer retention, and revenue. Key Features and Functionality: - A/B and Multivariate Testing: Conduct A/B tests and multivariate tests to identify the most effective content, designs, and strategies for specific audience segments. - Automated Personalization: Utilize machine learning to deliver personalized experiences by analyzing visitor behavior and preferences, ensuring content relevance across digital touchpoints. - Recommendations: Automatically display products or content that might interest customers based on previous user activity, enhancing engagement and discovery. - Auto-Target: Employ advanced algorithms to identify high-performing experiences and deliver the most tailored content to each visitor, optimizing for individual profiles and behaviors. - Mobile Optimization: Test and personalize mobile web and app experiences, ensuring seamless and engaging interactions tailored to mobile users. Primary Value and Solutions Provided: Adobe Target empowers businesses to create and deliver personalized, data-driven experiences that resonate with individual customers. By optimizing digital interactions through testing and automation, companies can enhance customer engagement, increase conversion rates, and drive higher revenue. The platform's integration with Adobe Experience Cloud ensures a unified approach to personalization, enabling organizations to scale their efforts efficiently across multiple channels.


  **Average Rating:** 4.1/5.0
  **Total Reviews:** 67

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 8.0/10 (Category avg: 9.1/10)
- **Reporting and Analytics:** 7.8/10 (Category avg: 8.4/10)
- **Multivariate testing capacities:** 7.9/10 (Category avg: 8.4/10)
- **AI/Machine Learning:** 7.9/10 (Category avg: 7.5/10)


**Seller Details:**

- **Seller:** [Adobe](https://www.g2.com/sellers/adobe)
- **Year Founded:** 1982
- **HQ Location:** San Jose, CA
- **Twitter:** @Adobe (956,297 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/1480/ (41,539 employees on LinkedIn®)
- **Ownership:** NASDAQ:ADBE

**Reviewer Demographics:**
  - **Top Industries:** Information Technology and Services, Marketing and Advertising
  - **Company Size:** 67% Enterprise, 17% Small-Business


#### Pros & Cons

**Pros:**

- Personalization (5 reviews)
- A/B Testing (4 reviews)
- Experimentation (4 reviews)
- Ease of Use (3 reviews)
- Customer Support (2 reviews)

**Cons:**

- Learning Curve (4 reviews)
- Difficult Setup (3 reviews)
- Not Intuitive (3 reviews)
- Steep Learning Curve (3 reviews)
- Bug Issues (2 reviews)

  ### 9. [Kameleoon](https://www.g2.com/products/kameleoon/reviews)
  Kameleoon enables brands to enhance their products and digital interactions, providing a unique optimization solution that combines web experimentation, feature management, and personalization features within a single, cohesive platform. Kameleoon is the only unified experimentation platform that combines web and feature testing with agentic AI. With PBX (Prompt-Based Experimentation), teams can turn ideas into live A/B tests in minutes just by chatting with AI. Kameleoon adapts to any tech stack and skill level, offering accurate data, advanced privacy, and native integrations with leading tools. Designed to support product managers, marketers, experimentation leaders, and developers, Kameleoon fits into any tech stack, with 100+ integrations and custom integration options. Kameleoon empowers teams to create experiments, by using web-based data for targeting, analytics, and activation in server-side tests without requiring a developer. HIPAA, GDPR, and CCPA compliant, Kameleoon is well-suited for highly-regulated industries such as healthcare, banking, and insurance. Over 1,000 medium and enterprise-sized companies already use Kameleoon’s feature-rich and secure platform to rely on highly-accurate experimentation data. Teams at Toyota, Providence, Direct Line Group, Canada Goose, Loblaw, and Cerebral use Kameleoon. Visit www.kameleoon.com to learn more.


  **Average Rating:** 4.6/5.0
  **Total Reviews:** 131

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.1/10 (Category avg: 9.1/10)
- **Reporting and Analytics:** 8.3/10 (Category avg: 8.4/10)
- **Multivariate testing capacities:** 8.7/10 (Category avg: 8.4/10)
- **AI/Machine Learning:** 7.3/10 (Category avg: 7.5/10)


**Seller Details:**

- **Seller:** [Kameleoon](https://www.g2.com/sellers/kameleoon)
- **Company Website:** https://www.kameleoon.com/en
- **Year Founded:** 2012
- **HQ Location:** Paris
- **Twitter:** @kameleoonrocks (3,152 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/kameleoon (229 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Automotive, Insurance
  - **Company Size:** 54% Mid-Market, 27% Enterprise


#### Pros & Cons

**Pros:**

- Customer Support (23 reviews)
- Ease of Use (20 reviews)
- A/B Testing (19 reviews)
- Easy Setup (11 reviews)
- Experimentation (9 reviews)

**Cons:**

- Developer Dependency (9 reviews)
- Difficult Learning (9 reviews)
- Learning Curve (9 reviews)
- Difficulty of Use (7 reviews)
- Complex Features (6 reviews)

  ### 10. [Fibr AI](https://www.g2.com/products/fibr-ai/reviews)
  Fibr AI is an agentic website optimization platform that transforms websites into adaptive, revenue-driving experiences. As marketing has become increasingly dynamic and intent-driven, the website - the layer where traffic converts to revenue has failed to keep pace. Fibr closes that gap by turning every URL into an intelligent agent that learns, personalizes, and self-optimizes in real time for both human visitors and AI-driven traffic. Built for enterprise scale, Fibr connects marketing intent to on-site performance through deep integration with leading analytics, advertising, and CRM platforms, including GA4, GTM, Salesforce, Adobe, Google Ads, and Meta. The platform is SOC 2 and ISO 27001 certified, GDPR, CCPA and HIPAA compliant. Fibr AI is already trusted by Fortune 50 banks and global enterprises across banking, financial services, telecom, and healthcare.


  **Average Rating:** 4.6/5.0
  **Total Reviews:** 133

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 9.1/10)
- **Reporting and Analytics:** 9.2/10 (Category avg: 8.4/10)
- **Multivariate testing capacities:** 8.9/10 (Category avg: 8.4/10)
- **AI/Machine Learning:** 8.9/10 (Category avg: 7.5/10)


**Seller Details:**

- **Seller:** [Fibr AI](https://www.g2.com/sellers/fibr-ai)
- **Company Website:** https://www.fibr.ai
- **Year Founded:** 2022
- **HQ Location:** Dover, US
- **Twitter:** @fibr_ai (800 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/fibrai (42 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Information Technology and Services, Marketing and Advertising
  - **Company Size:** 40% Enterprise, 37% Mid-Market


#### Pros & Cons

**Pros:**

- Ease of Use (71 reviews)
- Personalization (67 reviews)
- Landing Pages (50 reviews)
- Automation (38 reviews)
- Efficiency (34 reviews)

**Cons:**

- Learning Curve (19 reviews)
- Need for Improvement (12 reviews)
- Difficult Setup (8 reviews)
- Missing Features (8 reviews)
- Limited Customization (7 reviews)

  ### 11. [Dynamic Yield](https://www.g2.com/products/dynamic-yield/reviews)
  Dynamic Yield, a Mastercard company, helps businesses across industries deliver digital customer experiences that are personalized, optimized, and synchronized. With Dynamic Yield, marketers, product managers, developers, and digital teams can algorithmically match content, products, and offers to each individual customer for the acceleration of revenue and customer loyalty. Redefining personalization technology, Dynamic Yield’s Experience OS unifies business silos to deliver ongoing, personalized engagement from a single, fully customizable platform. With it, companies can build their own mix of powerful personalization capabilities, which can include a wide array of experience types, support any digital channel, adjust according to industry and KPIs, and improve time-to-market efficiency. Dynamic Yield is a 6-time Gartner-recognized Leader in Personalization, with customers like McDonald’s, Synchrony, SKIMS, Ocado, ON, and Decathlon. Dynamic Yield has also been consistently voted by customers as G2 Leaders in Personalization and A/B Testing for several years.


  **Average Rating:** 4.5/5.0
  **Total Reviews:** 150

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.1/10 (Category avg: 9.1/10)
- **Reporting and Analytics:** 8.0/10 (Category avg: 8.4/10)
- **Multivariate testing capacities:** 8.7/10 (Category avg: 8.4/10)
- **AI/Machine Learning:** 8.0/10 (Category avg: 7.5/10)


**Seller Details:**

- **Seller:** [Mastercard](https://www.g2.com/sellers/mastercard)
- **Year Founded:** 1966
- **HQ Location:** Purchase, NY
- **Twitter:** @Mastercard (487,042 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/mastercard/ (47,338 employees on LinkedIn®)
- **Ownership:** NYSE - New York Stock Exchange

**Reviewer Demographics:**
  - **Who Uses This:** Product Manager
  - **Top Industries:** Retail, Apparel & Fashion
  - **Company Size:** 56% Mid-Market, 29% Enterprise


#### Pros & Cons

**Pros:**

- Customer Support (8 reviews)
- Personalization (6 reviews)
- Implementation Ease (4 reviews)
- A/B Testing (3 reviews)
- Easy Implementation (3 reviews)

**Cons:**

- Analytics Issues (2 reviews)
- Coding Difficulty (2 reviews)
- Complex Analytics (2 reviews)
- Developer Dependence (2 reviews)
- Limitations (2 reviews)

  ### 12. [Constructor](https://www.g2.com/products/constructor-io-constructor/reviews)
  Constructor is the only search and product discovery platform tailor-made for enterprise ecommerce where conversions matter. Constructor's AI first solutions make it easier for shoppers to discover products they want to buy and for ecommerce teams to deliver personalized experiences in real-time that drive impressive results. Optimizing specifically for ecommerce metrics like revenue, conversion rate and profit, Constructor generates consistent $10M+ lifts for some of the biggest brands in ecommerce, such as Sephora, Petco, home24, Maxeda Brands, Birkenstock and Grove Collaborative.


  **Average Rating:** 4.8/5.0
  **Total Reviews:** 57

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.6/10 (Category avg: 9.1/10)
- **Reporting and Analytics:** 9.6/10 (Category avg: 8.4/10)
- **Multivariate testing capacities:** 9.0/10 (Category avg: 8.4/10)
- **AI/Machine Learning:** 9.2/10 (Category avg: 7.5/10)


**Seller Details:**

- **Seller:** [Constructor.io](https://www.g2.com/sellers/constructor-io)
- **Company Website:** https://constructor.io/
- **Year Founded:** 2015
- **HQ Location:** SAN FRANCISCO, CA
- **Twitter:** @constructor_io (262 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/constructor-io/ (1,239 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Retail, Apparel & Fashion
  - **Company Size:** 44% Enterprise, 39% Mid-Market


#### Pros & Cons

**Pros:**

- Ease of Use (13 reviews)
- Customer Support (11 reviews)
- Search Efficiency (9 reviews)
- Experience (8 reviews)
- Helpful (8 reviews)

**Cons:**

- Improvement Needed (5 reviews)
- Missing Features (5 reviews)
- Lack of Guidance (4 reviews)
- Time-Consuming (4 reviews)
- Data Management Issues (3 reviews)

  ### 13. [Omniconvert](https://www.g2.com/products/omniconvert/reviews)
  Omniconvert Explore is an advanced experimentation tool designed to assist agencies, development and product teams, as well as marketers who may have limited IT support. This software solution empowers users to launch experiments that can enhance decision-making and optimize user experiences across various digital platforms. By providing a comprehensive suite of features, Omniconvert Explore caters to a diverse audience looking to leverage data-driven insights for improved performance. The software enables users to design and run A/B tests, personalize on-site experiences, collect customer feedback, and segment audiences, all from one interface. Omniconvert Explore is used by e-commerce managers, CRO specialists, and digital marketers to identify friction points in the buying journey, test improvement ideas, and implement validated changes without relying heavily on developers. Typical use cases include: - improving add-to-cart rates - reducing checkout abandonment - increasing average order value through personalization and experimentation. Omniconvert Explore integrates with major e-commerce platforms such as Shopify, Magento, WooCommerce, and custom online stores. Key capabilities: -Visual A/B and split testing tools for website elements and user flows - Audience segmentation based on behavior, traffic source, and attributes - On-site personalization with dynamic content and recommendations - Integrated survey and feedback widgets to capture customer insights - Real-time performance tracking and experiment analytics - Integrations with analytics, CRM, and marketing platforms By combining testing, personalization, and customer research in a single tool, Omniconvert Explore helps teams make objective, measurable improvements to the user experience. It is designed to support data-driven decision making and continuous experimentation across e-commerce touchpoints. Why Users Choose Omniconvert E-commerce and CRO professionals choose Omniconvert Explore because it unifies A/B testing, on-site personalization, and customer feedback tools into a single workspace. This helps teams move faster from insight to action and validate ideas through experimentation. Users report that Omniconvert Explore’s visual editor, audience segmentation, and reporting dashboards make it easy to design experiments and track performance without extensive technical setup. The platform’s integrations with major e-commerce systems and analytics tools allow for consistent measurement across marketing and user experience initiatives.


  **Average Rating:** 4.6/5.0
  **Total Reviews:** 165

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 9.1/10)
- **Reporting and Analytics:** 8.6/10 (Category avg: 8.4/10)
- **Multivariate testing capacities:** 9.0/10 (Category avg: 8.4/10)
- **AI/Machine Learning:** 6.7/10 (Category avg: 7.5/10)


**Seller Details:**

- **Seller:** [Omniconvert](https://www.g2.com/sellers/omniconvert)
- **Company Website:** https://www.omniconvert.com/
- **Year Founded:** 2013
- **HQ Location:** Bucharest, Romania
- **Twitter:** @Omniconvert (5,304 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/10952307/ (41 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Retail, Marketing and Advertising
  - **Company Size:** 55% Small-Business, 34% Mid-Market


#### Pros & Cons

**Pros:**

- Customer Support (32 reviews)
- Helpful (30 reviews)
- Ease of Use (25 reviews)
- Intuitive (16 reviews)
- A/B Testing (14 reviews)

**Cons:**

- Learning Curve (10 reviews)
- Poor Customer Support (6 reviews)
- Confusion (4 reviews)
- Developer Dependency (4 reviews)
- Missing Features (4 reviews)

  ### 14. [Webtrends Optimize](https://www.g2.com/products/webtrends-optimize/reviews)
  Webtrends Optimize is the highest rated A/B Testing platform on G2.com. In addition to A/B testing we also offer features like MVT, Personalisation, Social Proofing, Product Recommendations, Surveys & other CRO/UX tools (Urgency messaging, Exit Intent Pop-ups, Hello bars etc.), all wrapped up in integrations with your platforms for Analytics (GA4, Fullstory, Contentsquare etc.), Data Warehouses (Snowflake, Bigquery, Databricks, etc.) and CDPs (Shopify, Bloomreach, Salesforce etc.) Uniquely, Webtrends Optimize offers all of our features and tools in a single, all-inclusive package. That includes no limits on number of metrics captured, experiments run, users in the platform, etc. We also have the best-rated support team of all platforms, and guided onboarding to make sure you start on the right foot. There are no tiers, paywalls or upgrades required to access anything in the platform, and our SaaS licence pricing is based purely on the number of sessions your website gets, and scales appropriately as you grow. So, you always get access to everything, at a price that is fair.


  **Average Rating:** 4.8/5.0
  **Total Reviews:** 212

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.8/10 (Category avg: 9.1/10)
- **Reporting and Analytics:** 8.8/10 (Category avg: 8.4/10)
- **Multivariate testing capacities:** 9.2/10 (Category avg: 8.4/10)
- **AI/Machine Learning:** 7.3/10 (Category avg: 7.5/10)


**Seller Details:**

- **Seller:** [Webtrends Optimize](https://www.g2.com/sellers/webtrends-optimize)
- **Company Website:** https://www.webtrends-optimize.com
- **Year Founded:** 2000
- **HQ Location:** Egham, GB
- **Twitter:** @WTOptimize (191 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/11830293/ (36 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** Marketing Manager
  - **Top Industries:** Leisure, Travel & Tourism, Marketing and Advertising
  - **Company Size:** 41% Small-Business, 39% Mid-Market


#### Pros & Cons

**Pros:**

- Customer Support (36 reviews)
- Ease of Use (25 reviews)
- Helpful (18 reviews)
- Easy Setup (16 reviews)
- Integrations (14 reviews)

**Cons:**

- Learning Curve (10 reviews)
- Difficult Learning (6 reviews)
- Learning Difficulty (5 reviews)
- Steep Learning Curve (5 reviews)
- UX Improvement (5 reviews)

  ### 15. [Harness Platform](https://www.g2.com/products/harness-platform/reviews)
  Simplify your developer experience with the world's first AI-augmented software delivery platform. Upgrade your software delivery with Harness' innovative CI/CD, Feature Flags, Infrastructure as Code Management, and Chaos Engineering tools. We are a software delivery platform that helps developers and infrastructure engineers build and ship code for cloud and on-premise projects. We automate the continuous integration and continuous delivery (CI/CD) process to help teams build faster, ship more frequently, and improve quality, efficiency, and governance. We help companies in four key areas: Number one, we accelerate innovation through DevOps modernization. We provide an approach for software delivery that automates processes, reduces manual interventions, consolidates tools, and accelerates time-to-market for new products, features, and fixes. Number two, we improve developer experience. We give you the ability to attract, retain, and onboard high-caliber engineering talent while fostering a culture of continuous innovation and improvement. Number three, we secure software delivery. We give you the ability to integrate security into every phase of the SDLC. And last but not least is, we optimize cloud costs. We give you the ability to eliminate waste and to ensure that appropriate cloud resources are allocated at the right place at the right time.


  **Average Rating:** 4.6/5.0
  **Total Reviews:** 277

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 9.1/10)
- **Reporting and Analytics:** 8.0/10 (Category avg: 8.4/10)
- **Multivariate testing capacities:** 8.8/10 (Category avg: 8.4/10)
- **AI/Machine Learning:** 6.4/10 (Category avg: 7.5/10)


**Seller Details:**

- **Seller:** [Harness](https://www.g2.com/sellers/harness-25016f40-e80f-4417-bea8-39412055d17a)
- **Company Website:** https://harness.io/
- **Year Founded:** 2018
- **HQ Location:** San Francisco
- **Twitter:** @HarnessWealth (1,406 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/harnessinc/ (1,611 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** Software Engineer, DevOps Engineer
  - **Top Industries:** Computer Software, Financial Services
  - **Company Size:** 41% Enterprise, 39% Mid-Market


#### Pros & Cons

**Pros:**

- Ease of Use (113 reviews)
- Features (72 reviews)
- Feature Flags (49 reviews)
- Easy Setup (40 reviews)
- Easy Integrations (31 reviews)

**Cons:**

- Missing Features (23 reviews)
- Limitations (20 reviews)
- Limited Features (20 reviews)
- Learning Curve (17 reviews)
- Poor UI (16 reviews)

  ### 16. [MoEngage](https://www.g2.com/products/moengage/reviews)
  MoEngage is an insights-led customer engagement platform trusted by 1,350+ global consumer brands, including Edelweiss, Samsung, McAfee, Flipkart, Domino’s, Nestle, Deutsche Telekom, OYO, and more. Enterprises use MoEngage to be more agile, efficient, and independent. They achieve this by increasing campaign velocity, reducing the time to go live, optimizing at scale, and eliminating redundancy while maintaining data security and privacy. \> Data Ingestion and Management: MoEngage combines data from multiple offline and online sources to help brands gain a 360-degree view of their customers. \> Customer, Journey, and Campaign Insights: MoEngage Analytics provides marketers and product owners with real-time insights into customer behavior, journey, product usage, preferences, and interests. \> Segmentation and Personalization: Brands can leverage MoEngage’s Real-time Segmentation and Personalization suite to orchestrate journeys and build 1:1 experiences across the website, mobile, email, social, and instant messaging channels. \> Transactional Messaging/Critical Alert Infrastructure: MoEngage Inform, the transactional messaging infrastructure, helps brands unify their promotional and transactional communication on a single platform, enabling better insights and lower maintenance costs. \> Proprietary AI Agents and Machine Learning: MoEngage’s AI Agents help marketers develop winning copies and creatives, build customer segments, craft relevant journeys, optimize campaigns and channels that boost engagement, and reduce campaign go-live times. MoEngage complies with GDPR, CCPA, SOC2 Type 2, CSA STAR Level 2, ISO 27001:2022, HIPAA, PIMS ISO 27701: 2019, and the BCMS ISO 22301: 2019 requirements to fulfill the data privacy and security needs of enterprise brands. For over a decade, leading consumer brands in 60+ countries have been using MoEngage to reach enterprise goals that are most important to their global business without compromising quality or speed of execution. Our ever-expanding partner ecosystem helps enterprise brands build a lean, flexible, and reliable martech stack. With offices in 13 countries, MoEngage is backed by Goldman Sachs Asset Management, B Capital, Steadview Capital, Multiples Private Equity, Eight Roads, F-Prime Capital, Matrix Partners, Ventureast, and Helion Ventures.


  **Average Rating:** 4.5/5.0
  **Total Reviews:** 509

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 9.1/10)
- **Reporting and Analytics:** 8.9/10 (Category avg: 8.4/10)
- **Multivariate testing capacities:** 8.5/10 (Category avg: 8.4/10)
- **AI/Machine Learning:** 8.4/10 (Category avg: 7.5/10)


**Seller Details:**

- **Seller:** [MoEngage](https://www.g2.com/sellers/moengage)
- **Company Website:** https://www.moengage.com/
- **Year Founded:** 2014
- **HQ Location:** San Francisco, California
- **Twitter:** @moengage (2,541 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/4800048/ (889 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** Product Manager, Digital Marketing Manager
  - **Top Industries:** Financial Services, Online Media
  - **Company Size:** 56% Mid-Market, 24% Small-Business


#### Pros & Cons

**Pros:**

- Ease of Use (54 reviews)
- Features (38 reviews)
- Analytics (32 reviews)
- Helpful (32 reviews)
- Campaign Management (30 reviews)

**Cons:**

- Missing Features (16 reviews)
- Learning Curve (14 reviews)
- Limitations (12 reviews)
- Complexity (10 reviews)
- Difficult Learning (9 reviews)

  ### 17. [Agentforce Marketing (formerly Salesforce Marketing Cloud)](https://www.g2.com/products/agentforce-marketing-formerly-salesforce-marketing-cloud/reviews)
  Marketing Cloud is a complete marketing platform designed to help you personalize every moment and turn one-way campaigns into two-way conversations. By connecting every department through actionable data and Agentforce, we empower teams to work together to build lasting customer relationships. No matter your tech stack, company size, or industry, Marketing Cloud can help you drive growth for your business. Agentforce Marketing is part of Marketing Cloud. It’s the next evolution of marketing orchestration where humans and AI agents work together to grow customer relationships and revenue (“the Agentic Enterprise”). This is done through adaptive customer experiences that are customer-driven and constantly adapt to the situation, where: Every message sparks a conversation. Every channel is two-way. Every relationship is remembered. Every handoff is seamless. Every experience continuously learns and changes based on real-time engagement.


  **Average Rating:** 4.0/5.0
  **Total Reviews:** 4,212

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 8.0/10 (Category avg: 9.1/10)
- **Reporting and Analytics:** 7.7/10 (Category avg: 8.4/10)
- **Multivariate testing capacities:** 8.3/10 (Category avg: 8.4/10)
- **AI/Machine Learning:** 8.3/10 (Category avg: 7.5/10)


**Seller Details:**

- **Seller:** [Salesforce](https://www.g2.com/sellers/salesforce)
- **Company Website:** https://www.salesforce.com/
- **Year Founded:** 1999
- **HQ Location:** San Francisco, CA
- **Twitter:** @salesforce (581,281 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/3185/ (88,363 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** Marketing Manager, Marketing Coordinator
  - **Top Industries:** Computer Software, Marketing and Advertising
  - **Company Size:** 47% Mid-Market, 29% Small-Business


#### Pros & Cons

**Pros:**

- Ease of Use (333 reviews)
- Automation (191 reviews)
- Integrations (180 reviews)
- Email Marketing (167 reviews)
- Features (162 reviews)

**Cons:**

- Learning Curve (209 reviews)
- Steep Learning Curve (152 reviews)
- Complexity (139 reviews)
- Expensive (130 reviews)
- Complex Usage (111 reviews)

  ### 18. [Croct](https://www.g2.com/products/croct/reviews)
  Croct is a headless component-based CMS with built-in AB testing and personalization. It simplifies product optimization and helps product teams scale experimentation without over-relying on developers.


  **Average Rating:** 4.7/5.0
  **Total Reviews:** 47

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.5/10 (Category avg: 9.1/10)
- **Reporting and Analytics:** 9.1/10 (Category avg: 8.4/10)
- **Multivariate testing capacities:** 9.4/10 (Category avg: 8.4/10)
- **AI/Machine Learning:** 6.9/10 (Category avg: 7.5/10)


**Seller Details:**

- **Seller:** [Croct](https://www.g2.com/sellers/croct)
- **Year Founded:** 2020
- **HQ Location:** Denver, Colorado, US
- **Twitter:** @croct_tech (132 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/croct (13 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Financial Services, Marketing and Advertising
  - **Company Size:** 53% Mid-Market, 30% Enterprise


#### Pros & Cons

**Pros:**

- Customer Support (20 reviews)
- Personalization (12 reviews)
- Ease of Use (11 reviews)
- Implementation Ease (11 reviews)
- A/B Testing (9 reviews)

**Cons:**

- Difficult Setup (5 reviews)
- Complexity (4 reviews)
- Learning Curve (4 reviews)
- Limitations (4 reviews)
- Technical Expertise Required (4 reviews)

  ### 19. [Algolia](https://www.g2.com/products/algolia/reviews)
  Algolia empowers businesses to deliver lightning-fast, AI-driven search and discovery experiences that convert. Trusted by over 18,000 companies and 500,000 developers, Algolia’s API-first platform handles 1.75 trillion searches annually across e-commerce, SaaS, marketplaces, media, and more. From helping retailers boost conversions with personalized product discovery to enabling companies to surface relevant content instantly, Algolia delivers scalable, reliable, and intuitive solutions built for performance. With seamless integration into any tech stack, user-friendly tools for business teams, and advanced AI customization, Algolia makes it easy to launch tailored digital experiences—accelerating time to value and driving measurable business results. Learn more: https://www.algolia.com/


  **Average Rating:** 4.5/5.0
  **Total Reviews:** 427

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.1/10 (Category avg: 9.1/10)
- **Reporting and Analytics:** 8.2/10 (Category avg: 8.4/10)
- **Multivariate testing capacities:** 8.1/10 (Category avg: 8.4/10)
- **AI/Machine Learning:** 7.7/10 (Category avg: 7.5/10)


**Seller Details:**

- **Seller:** [Algolia SAS](https://www.g2.com/sellers/algolia-sas)
- **Company Website:** https://www.algolia.com
- **Year Founded:** 2012
- **HQ Location:** San Francisco, CA
- **Twitter:** @algolia (25,457 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/algolia/posts/?feedView=all (852 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** CTO, Software Engineer
  - **Top Industries:** Computer Software, Retail
  - **Company Size:** 60% Small-Business, 29% Mid-Market


#### Pros & Cons

**Pros:**

- Ease of Use (74 reviews)
- Search Efficiency (63 reviews)
- Speed (41 reviews)
- Search Speed (40 reviews)
- Efficiency (37 reviews)

**Cons:**

- Expensive (36 reviews)
- Limitations (21 reviews)
- High Learning Curve (20 reviews)
- Limited Features (19 reviews)
- Learning Difficulty (17 reviews)

  ### 20. [Epsilon Accelerate](https://www.g2.com/products/epsilon-accelerate/reviews)
  Yieldify is a fully managed end-to-end personalization platform that helps ecommerce businesses generate more revenue by engaging their customers with personalized experiences. In the last 4 years, more than 1000 ecommerce brands in North America, Europe and Asia-Pacific have generated over $2.5 billion in extra revenue with Yieldify’s full-service team and platform. With Yieldify, you can give every visitor the right website experience, at the right time, no matter where they are in your funnel.


  **Average Rating:** 4.7/5.0
  **Total Reviews:** 143

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.8/10 (Category avg: 9.1/10)
- **Reporting and Analytics:** 9.2/10 (Category avg: 8.4/10)
- **Multivariate testing capacities:** 9.3/10 (Category avg: 8.4/10)
- **AI/Machine Learning:** 9.5/10 (Category avg: 7.5/10)


**Seller Details:**

- **Seller:** [Epsilon](https://www.g2.com/sellers/epsilon)
- **Year Founded:** 1969
- **HQ Location:** Irving, TX
- **Twitter:** @EpsilonMktg (6,488 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/epsilon/ (10,503 employees on LinkedIn®)
- **Ownership:** NYSE:ADS

**Reviewer Demographics:**
  - **Who Uses This:** Ecommerce Manager, Marketing Manager
  - **Top Industries:** Retail, Apparel & Fashion
  - **Company Size:** 47% Mid-Market, 43% Small-Business


  ### 21. [Optimizely Feature Experimentation](https://www.g2.com/products/optimizely-feature-experimentation/reviews)
  Optimizely Feature Experimentation is a full-stack experimentation and feature management platform built for product, engineering, and data teams. Run A/B and multivariate tests across web, mobile, and server-side environments from a single SDK. Feature flags, audience targeting, and real-time results all come built in. The Stats Engine supports multiple statistical methods, including sequential testing, Bayesian, and frequentist (fixed horizon), so teams can choose the approach that fits their traffic, goals, and decision-making style. Results stay valid throughout, with false discovery rate controls and outlier smoothing built in. Multi-armed bandits automatically shift traffic to winning variations. AI agents review experiments before launch, generate variations, and surface insights from results. From controlled rollouts and instant rollbacks to full-stack experimentation across every digital surface, Optimizely compresses the cycle from hypothesis to validated decision. Teams ship faster and learn with every release.


  **Average Rating:** 4.3/5.0
  **Total Reviews:** 117

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 8.7/10 (Category avg: 9.1/10)
- **Reporting and Analytics:** 7.1/10 (Category avg: 8.4/10)
- **Multivariate testing capacities:** 7.7/10 (Category avg: 8.4/10)
- **AI/Machine Learning:** 6.5/10 (Category avg: 7.5/10)


**Seller Details:**

- **Seller:** [Optimizely](https://www.g2.com/sellers/optimizely-a5a01825-75d4-4ab9-84c1-3a421d75af81)
- **Year Founded:** 1994
- **HQ Location:** New York
- **Twitter:** @Optimizely (28,826 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/optimizely/ (1,613 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** Software Engineer, Senior Software Engineer
  - **Top Industries:** Financial Services, Computer Software
  - **Company Size:** 50% Mid-Market, 26% Small-Business


#### Pros & Cons

**Pros:**

- A/B Testing (10 reviews)
- Ease of Use (10 reviews)
- Experimentation (10 reviews)
- Implementation Ease (8 reviews)
- Features (6 reviews)

**Cons:**

- Difficulty of Use (5 reviews)
- Feature Flags Issues (3 reviews)
- Learning Curve (3 reviews)
- Navigation Difficulty (3 reviews)
- Complex Features (2 reviews)

  ### 22. [Webflow](https://www.g2.com/products/webflow/reviews)
  Webflow is the AI-native Website Experience Platform that empowers teams to build, manage, and optimize visually stunning websites and web apps with the speed, security, and scalability today’s leading brands demand. With a visual, composable CMS at its core, Webflow unites marketers, designers, and developers on a single platform built for performance and precision. Built for the intelligent web era, Webflow combines AI-powered creation, automation, and optimization to help companies drive measurable growth and deliver high-performing digital experiences, anywhere their brand lives. Today, more than 300,000 of the world’s leading companies and over 2,000 Certified Webflow Partners trust Webflow to power exceptional, enterprise-grade web experiences at scale.


  **Average Rating:** 4.4/5.0
  **Total Reviews:** 966

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 9.1/10)
- **Reporting and Analytics:** 7.5/10 (Category avg: 8.4/10)
- **Multivariate testing capacities:** 8.6/10 (Category avg: 8.4/10)
- **AI/Machine Learning:** 6.9/10 (Category avg: 7.5/10)


**Seller Details:**

- **Seller:** [Webflow](https://www.g2.com/sellers/webflow)
- **Company Website:** https://webflow.com
- **Year Founded:** 2012
- **HQ Location:** San Francisco, California
- **Twitter:** @webflowapp (1 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/3502352/ (1,641 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** Founder, Graphic Designer
  - **Top Industries:** Design, Marketing and Advertising
  - **Company Size:** 69% Small-Business, 22% Mid-Market


#### Pros & Cons

**Pros:**

- Ease of Use (278 reviews)
- Design Flexibility (180 reviews)
- Features (170 reviews)
- Intuitive (166 reviews)
- Flexibility (152 reviews)

**Cons:**

- Learning Curve (109 reviews)
- Limited Features (105 reviews)
- Missing Features (97 reviews)
- Expensive (82 reviews)
- Steep Learning Curve (80 reviews)

  ### 23. [Monetate](https://www.g2.com/products/monetate/reviews)
  Monetate helps organizations make digital experiences personal and profitable. We empower merchandising, marketing, and technical teams by delivering category-defining customer experiences that drive over $230 billion in annual revenue. More of the top 1,000 retailers than any other vendor use Monetate’s AI-powered search, merchandising, testing, and personalization capabilities to increase customer engagement, boost conversion rates, and maximize revenue through interactions that matter to customers. Global companies deliver customer-centric content, product recommendations, and experiences powered by Monetate’s unique blend of machine learning and natural language processing that analyzes real-time and historical data, intent, and meaning.


  **Average Rating:** 4.1/5.0
  **Total Reviews:** 125

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 9.1/10)
- **Reporting and Analytics:** 7.0/10 (Category avg: 8.4/10)
- **Multivariate testing capacities:** 7.9/10 (Category avg: 8.4/10)
- **AI/Machine Learning:** 6.7/10 (Category avg: 7.5/10)


**Seller Details:**

- **Seller:** [Monetate](https://www.g2.com/sellers/monetate-0016d06a-2f85-4105-9fad-407d1891d243)
- **Company Website:** https://monetate.com/
- **Year Founded:** 2008
- **HQ Location:** New York
- **Twitter:** @monetate (5,835 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/monetate-/about/ (115 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Retail, Apparel & Fashion
  - **Company Size:** 40% Enterprise, 39% Mid-Market


#### Pros & Cons

**Pros:**

- Ease of Use (14 reviews)
- Customer Support (9 reviews)
- Flexibility (8 reviews)
- Customization (6 reviews)
- Experience (6 reviews)

**Cons:**

- Missing Features (10 reviews)
- Feature Deficiency (9 reviews)
- Limited Features (8 reviews)
- UX Improvement (8 reviews)
- Poor UI (7 reviews)

  ### 24. [Instapage](https://www.g2.com/products/instapage/reviews)
  Instapage is a complete growth marketing platform with the #1-rated builder for PPC, SEO, demand generation, A/B testing, personalization, and email automation. Convert visitors into customers, engage them at every touchpoint, and optimize performance across your entire marketing funnel.


  **Average Rating:** 4.3/5.0
  **Total Reviews:** 506

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 8.5/10 (Category avg: 9.1/10)
- **Reporting and Analytics:** 7.4/10 (Category avg: 8.4/10)
- **Multivariate testing capacities:** 8.1/10 (Category avg: 8.4/10)
- **AI/Machine Learning:** 6.1/10 (Category avg: 7.5/10)


**Seller Details:**

- **Seller:** [airSlate](https://www.g2.com/sellers/airslate)
- **Company Website:** https://www.airslate.com/
- **Year Founded:** 2006
- **HQ Location:** Brookline, Massachusetts
- **Twitter:** @airSlate (1,236 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/airslate/ (816 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** CEO, Digital Marketing Manager
  - **Top Industries:** Marketing and Advertising, Computer Software
  - **Company Size:** 64% Small-Business, 28% Mid-Market


#### Pros & Cons

**Pros:**

- Ease of Use (19 reviews)
- Landing Pages (13 reviews)
- Easy Creation (12 reviews)
- Intuitive (11 reviews)
- Easy Setup (8 reviews)

**Cons:**

- Unintuitive Interface (6 reviews)
- Limited Customization (5 reviews)
- Limited Features (4 reviews)
- Missing Features (4 reviews)
- UX Improvement (4 reviews)

  ### 25. [Unbounce Landing Pages](https://www.g2.com/products/unbounce-unbounce-landing-pages/reviews)
  Introducing Unbounce, a high-converting landing page creation and optimization platform that helps you build conversion-optimized campaigns that’ll help you scale your marketing without limits.


  **Average Rating:** 4.3/5.0
  **Total Reviews:** 379

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 9.1/10)
- **Reporting and Analytics:** 7.1/10 (Category avg: 8.4/10)
- **Multivariate testing capacities:** 8.0/10 (Category avg: 8.4/10)
- **AI/Machine Learning:** 6.9/10 (Category avg: 7.5/10)


**Seller Details:**

- **Seller:** [Unbounce](https://www.g2.com/sellers/unbounce)
- **Company Website:** https://unbounce.com
- **Year Founded:** 2009
- **HQ Location:** Vancouver
- **Twitter:** @unbounce (72,766 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/503432/ (135 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** Marketing Manager, Founder
  - **Top Industries:** Marketing and Advertising, Computer Software
  - **Company Size:** 59% Small-Business, 34% Mid-Market


#### Pros & Cons

**Pros:**

- Ease of Use (9 reviews)
- Integrations (7 reviews)
- Intuitive (5 reviews)
- A/B Testing (4 reviews)
- Drag (4 reviews)

**Cons:**

- Poor Customer Support (5 reviews)
- Billing Issues (3 reviews)
- Expensive (3 reviews)
- Limitations (2 reviews)
- Limited Design Flexibility (2 reviews)



## Parent Category

[Conversion Rate Optimization Tools](https://www.g2.com/categories/conversion-rate-optimization-tools)



## Related Categories

- [E-Commerce Personalization Software](https://www.g2.com/categories/e-commerce-personalization)
- [Personalization Engines](https://www.g2.com/categories/personalization-engines)
- [Personalization Software](https://www.g2.com/categories/personalization)



---

## Buyer Guide

### What You Should Know About A/B Testing Tools

### What are A/B Testing Tools?

A/B testing tools measure how customers interact with a brand’s digital creative content. Through conducting tests on customer interaction, companies can extract real data and metrics to optimize products.

A/B testing tools allow marketers, advertisers, and web developers to test different versions of digital content to find the customer-preferred digital experience and personalization for various personas. Website visitors subconsciously react to every element on a web page—such as the color and aggressiveness of a live chat pop-up, the phrasing of a call-to-action (CTA) button, or the positioning of the search bar. A/B testing solutions give web content creators the tools to deploy the tests, determine the target audience, and analyze the experiment results. These tools are used to improve conversion rate and bounce rates, as well as the overall success of a website.

The main way that digital creativity is tested is through a rotating A/B test. This is done by using two iterations of a design and seeing which one gets the highest click-through rate. A company can conduct a test with version A for 500 users from the target audience and then another test on version B for 500 users with a completely different variant. The company can then see which one gets the highest click-through rate and, ultimately, determine which variant should be used.

A/B testing can offer the following use cases to improve a company’s performance:

- Create the most successful version of the e-commerce site, especially the home page and calls-to-action (CTA)
- Increase website traffic and reduce bounce rates
- Gain insight into user behavior
- Analyze any and all test segments to discover key opportunities
- Increase conversion rates and e-commerce profits
- Tailor e-commerce content and goals through continuous testing
- Determine the consumer impact of differing designs and formats on website optimization

#### What Types of A/B Testing Tools Exist?

**Proprietary A/B testing**

Proprietary solutions will require time and resources but will adapt to very specific case studies and customizations. Proprietary products also provide customer support and streamline the process of setting up, tracking, and analyzing tests.

**Open-source A/B testing**

Open-source solutions come with a very small price tag (if any at all). While open-source software doesn’t offer the same kinds of reports and finetuned features as proprietary solutions, it gives access to an entire community of programmers and developers with bountiful testing experience.

### What are the Common Features of A/B Testing Tools?

**A/B/n testing:** This type of split testing takes A/B testing to the next level by analyzing multiple versions of a creative product, one variable at a time. This allows a company to determine the best variation across a multitude of tests that measure KPIs on several iterations. The analytics tools used for a simple A/B test will also measure the same KPIs for the multiple variations.

**Multivariate testing:** Multivariate testing uses the same methods as A/B testing, but instead of testing only two variables, it tests a higher number. This is essentially like having two tests combined into one. This is a way to conduct test combinations. For example, one multivariate test can test whether the combination of a blue header and white text works better than a red header with grey text. Then, it can test what happens when the combination is flipped—whether a blue header would work better with grey text or a red header would work better with white text. A successfully performed multivariate test would then show which combination had the highest click-through rate. The major benefit of multivariate testing is saving time and ensuring that the best combination with the highest conversion rate is being presented on the website.

**Multipage funnel testing:** Multipage funnel testing is a way to test variations of several consecutive website pages. This is a great way to see if customers are finding what they’re looking for in the quickest way possible. The use case of multipage funnel testing can be easily applicable to retail, e-commerce, and any other website where the company is selling a product. This can test how quickly a user went through the buyer funnel from initial interest all the way to the final goal of purchasing the product. A multipage funnel test can help test the most effective way to convert customer interest into a customer purchase.

**Audience targeting:** Audience targeting provides the ability to choose where the test will run and for whom. A/B test can be conducted to see which visitor conditions to show the experiment to and which specific URLs the experiment should run on the site. To increase engagement from mobile users who are using Google Chrome, audience targeting can conduct the A/B test on these specific users. This helps increase engagement with a particular audience.

**Funnel analysis:** Funnel analysis allows companies to analyze the data in the buyer's journey and make necessary changes to facilitate conversion rate optimization. A/B test with funnel analysis helps understand if things such as registration pages or website subscription options are driving more people to convert or if they’re turning customers away. This allows the tester to see if they need to make adjustments to certain stages to increase engagement.

**Heat maps:** Heat maps are a very effective tool for visualizing which links users click on when they visit a website. Heat maps applied to an A/B test will show certain links on a webpage in either blue, yellow, or red to indicate how often those links are clicked. This way, testers can analyze how to effectively set up a page and ensure that the most important links are in spots that are being clicked on the most.

**Surveys:** A valuable feature in A/B testing software is surveys. This enables companies to directly ask users which type of variant they prefer through a variety of different questions. The data from the survey can then be translated into graphs or charts, which makes it easier for the tester to visualize the results. This can help companies target which specific variants are working well and which variants are failing. It also may give companies more detail on where to head in order to improve their designs by asking questions that make users explain in detail rather than asking simple yes or no questions.

**Statistical relevance analysis:** Statistical relevance analysis helps confirm if an A/B test has a large enough sample size. Users can track their data in real time and see if the test needs more time or if there’s enough traffic to confirm that one variant performed better than another. This helps users stop the test and not use more time on it than needed. Achieving the right sample size ensures the statistical significance of test results is achieved during the testing process.

**Test scheduling:** A/B testing platforms allow users to schedule tests in advance to ensure that they are conducted during a time when the website is expected to get a lot of traffic.

### What are the Benefits of A/B Testing Tools?

A/B testing software is an essential tool for optimization and growth. The best way to improve a product's performance is by continuously conducting new trials to see what works and what doesn't. The following are reasons why vendors benefit from using these tools.

**Higher conversion rates:** Companies can conduct a test to see what will produce the best conversion rate. Rotating A/B tests can give content creators an accurate representation of how quickly users can find what they’re looking for on a website. This can lead to customers purchasing more quickly or subscribing to newsletters more frequently, leading to greater conversions and higher revenue for the company.

**Real-time testing:** A/B testing can save companies plenty of time by testing variations in real time. Instead of having to pull people aside to conduct trials, rotating tests are conducted on users who are currently visiting the website.

**Genuine testing:** Another major benefit of A/B testing is genuine testing. Tests are conducted on actual visitors who are coming to the website, which means that the results are not skewed by incentives or preconceived knowledge within a trial. Since the testing is done on completely random visitors, the company will get the most accurate picture of how customers are behaving in real time.

**Reduced bounce rate:** One of the main goals of A/B testing tools is to test ways to keep people on a website for as long as possible. This can be done by incorporating different page layouts, links that lead back to the website, and CTA buttons. High bounce rates are the main reason for low conversion rates, so testing ways to reduce the bounce rate of a landing page is a critical way to keep customers engaged.

### Who Uses A/B Testing Tools?

While A/B testing tools and personalization software generally integrate with systems that work on both the front end and back end of websites, the software isn’t just for technical website developers who specialize in coding. Users with varying skill sets can use the software to enhance their currently existing websites. Appropriately, A/B testing software vendors clearly advertise either their ease of use (embedding just one line of code) or the flexibility with which their tests can be conducted (conducting split-level experiments). Here are some ways various team members can use these tools to enhance performance:

**Digital marketing teams:** Digital marketing teams can utilize A/B testing software in a variety of ways. They can measure the efficacy of CTAs, headlines, images, and copy to see which variations will have higher click-through rates with users. In addition, they can measure the frequency of cart abandonment to test how likely a customer is to convert into a sale.

**Design teams:** Perfecting the design of a website is an ongoing process. Design teams can utilize A/B testing to optimize a website’s performance and quality of the user experience by making sure visitors are staying on for an ample amount of time. They can do this by testing how quickly people find what they’re looking for, where to place links on a page to get the most clicks, and other web layout adjustments in order to increase customer engagement. 

**Research and development teams:** Research teams that focus on optimizing website performance can use surveys within A/B testing tools to see which variants appeal to more users. They can ask about customer desires, demographics, and any other details that they can extract to improve their product and website.

#### Software Related to A/B Testing Tools

A/B testing can be supplemented with a wide variety of other software that also test for conversion rates and lead generation:

[Email marketing software](https://www.g2.com/categories/email-marketing) **:** Email marketing software includes A/B testing features, which can be used to test which of two email campaign options will be more successful. During this process, two variations of an email campaign are sent out to two different pools of recipients. Whichever pool has the higher click rate on the email campaign will indicate which one will be more successful. The results can indicate the open rate, click-through rate, and the number of subscribers that were influenced by the email campaign. This is a great tool to guarantee that the marketing campaign is effective and that it will generate more revenue and happier customers.

[Web content management software](https://www.g2.com/categories/web-content-management) **:** Web content management (WCM) systems allow users to create, edit, and publish digital content such as text, embedded audio and video files, and interactive graphics for websites. WCM tools offer an assortment of templated web pages, from which site administrators can browse and choose. Since the main goal of web content management is to maximize customer engagement, it is a great software to integrate with A/B testing. A/B tests can be conducted on certain web content and provide higher conversion rates.

[Digital analytics software](https://www.g2.com/categories/digital-analytics) **:** Digital analytics software tracks website visitors and measures web traffic. Marketers, web developers, and analysts use digital analytics suites to report on the effectiveness and popularity of web experiences and to determine how visitors are finding and interacting with their sites. Digital analytics supplement A/B testing by showing companies which areas need improvement on their website. This can indicate what areas need help from a test to determine what will improve customer engagement.

[Heatmap tools](https://www.g2.com/categories/heatmap-tools) **:** Marketers and web developers use heat maps and in-page analytics to visualize where on a web page visitors click, hover, and scroll. Heat maps can be integrated with A/B testing software to effectively set up a page and ensure that the most important links are in spots that are being clicked on the most.

### Challenges with A/B Testing Tools

**Ensuring random testing:** It is difficult to ensure that a test is truly random. For example, if a company wanted to conduct an A/B test on page traffic on any random day, it might be difficult to assess whether visitors were less likely to come on that day. If the weather was nice or it was too close to the holidays, people might be less likely to be on their computers, which can skew the test's results.

**Testing too many variables:** Product teams are constantly trying to reimagine product pages with new designs to increase sales. However, overtesting can be a problem, especially when users are more familiar with one design over another. This can lead product teams to be overfocused on certain website designs that will most likely not have an effect on the user. The best way to avoid this issue is to focus on major design changes, such as page layouts, rather than the font size of certain words.

**Small sample sizes:** Often, A/B tests are conducted on too small a sample. This means that there is not enough data to confidently say that a variation is more successful than another variation because not enough people were tested. The best way to avoid this issue is to conduct a test that is concluded when the test reaches 95% confidence. While this may take some time, it can ensure that it was conducted effectively.

### How to Buy A/B Testing Tools and Software

#### Requirements Gathering (RFI/RFP) for A/B Testing Tools

When searching for the right A/B testing tool, it’s important to create a long list based on products that contain some of the most necessary features for an effective experiment. After the available pool has been segmented based on crucial features, one can then sort based on nice-to-haves, bells and whistles, and industry-specific software requirements.

#### Compare A/B Testing Software Products

**Create a long list**

In order to create a long list, buyers must ensure the products being considered meet these core criteria:

- The software is compatible with one’s technology and computer programs
- Cloud storage is available for experimental data
- The software offers the scalability needed to perform experiments with a certain n-size
- Cost aligns with budget

**Create a short list**

Once a long list based on core features is created, a short list should be further narrowed based on nice-to-haves and bells and whistles: 

- What you see is what you get (WYSIWYG) editing
- Little to no coding options for businesses that don’t have employees with a computer science background
- Multivariate testing capacities should experiment with more than one variable need to be tested simultaneously
- Mobile app testing capabilities if a business has mobile content

**Conduct demos**

Buyers must schedule calls with the vendors on the short list to ensure their product is the right fit. The most foolproof way to make the right decision is to actually test out the software. It is important to ask vendors about how their product addresses the business’ most pressing needs.

#### Selection of A/B Testing Tools

**Choose a selection team**

The selection team should include the CEO and other executives from finance, marketing, and IT. The CEO will be there to represent the whole company and its business objectives. Finance will be able to represent the company and IT will determine if the product fits well into existing tech stacks and company technology. Most importantly, representatives from marketing will be able to speak fluently on the goals of A/B testing and company needs with software, since the marketing team will be the end user for these tools.

**Negotiation**

A/B testing software vendors will be bringing their strongest team to seal the deal with a potential client. Therefore, it’s important to come to the negotiation process with questions on certain key features one needs. These include (but are not limited to) multivariate testing and WYSIWYG capabilities, how much coding experience is needed to use the interface, and AI or machine learning. Buyers must ask questions about the total costs and fees associated with purchasing, implementing, and using the product. In order to prevent surprises later, it is crucial to ensure the terms and conditions are read in full and discussed. 

**Final decision**

It could be useful to create a scoring template that measures the various features mentioned in the long and short list, as well as notes from calls between the client and vendor.

### A/B Testing Tools Trends

**Calls-to-action (CTA):** CTAs have become the most popular test to conduct within A/B testing. Calls to action are phrases that try to induce urgency in the buyer, like a certain offering will expire soon or must be purchased immediately. More companies are using CTA links, as they help with end-of-funnel marketing and can lead to a sale in the quickest way possible. Common A/B tests to run on a CTA button include bigger text size, brighter button colors, and any other adjustments to make the button more visually appealing or engaging.

**Mobile A/B testing:** These tests are seeing a huge spike in growth as more users are shifting away from desktops and onto their phones. Mobile A/B testing trends can help companies analyze how their mobile app’s layout is performing and how to make mobile purchases for consumers as simple as possible. Since the screen size is so drastic from the desktop to the mobile screen, it’s important to make necessary changes so users can see product offerings on a smaller screen.

**Website personalization:** A/B tests enable users to run tests based on customers’ personal information. Companies can utilize big data to offer tailored content (based on assumptions about the way a visitor will behave) to invoke the feeling of a personalized shopping or browsing experience. Testers can run A/B tests to examine if the tailored content leads to more conversions or engagement.