Google Content Experiments (discontinued) vs. Optimizely Web Experimentation vs. Salesforce Agentforce Marketing

Overview
ProductRatingMost Used ByProduct SummaryStarting Price
Google Content Experiments (discontinued)
Score 7.3 out of 10
N/A
Google Content Experiments was a tool that can be used to create A/B test from within Google Analytics. It has been discontinued since 2019, and Google now recommends using its Google Optimize service for A/B testing.N/A
Optimizely Web Experimentation
Score 8.7 out of 10
N/A
Whether launching a first test or scaling a sophisticated experimentation program, Optimizely Web Experimentation aims to deliver the insights needed to craft high-performing digital experiences that drive engagement, increase conversions, and accelerate growth.N/A
Agentforce Marketing
Score 7.7 out of 10
N/A
Marketing Cloud is a cloud-based digital marketing platform, used by marketers can segment their audience, deliver personalized messages, track campaign performance, engage leads and accounts, and optimize strategies based on real-time insights.
$1,250
per month per installation
Pricing
Google Content Experiments (discontinued)Optimizely Web ExperimentationSalesforce Agentforce Marketing
Editions & Modules
No answers on this topic
No answers on this topic
Account Engagement
$1,250
per month
Engagement
$1,250
per month
Intelligence
$3,000
per month
Loyalty Management
$20,000
per month
Personalization
$100,000
per year
Data Cloud for Marketing
$108,000
per year
Offerings
Pricing Offerings
Google Content Experiments (discontinued)Optimizely Web ExperimentationAgentforce Marketing
Free Trial
NoYesYes
Free/Freemium Version
NoNoNo
Premium Consulting/Integration Services
NoYesYes
Entry-level Setup FeeNo setup feeOptionalNo setup fee
Additional Details
More Pricing Information
Community Pulse
Google Content Experiments (discontinued)Optimizely Web ExperimentationSalesforce Agentforce Marketing
Considered Multiple Products
Google Content Experiments (discontinued)
Chose Google Content Experiments (discontinued)
Google Content Experiments is a free tool and the leading tool in the industry. It's pretty simple to set up a test and use content experiments to monitor objectives once Google Analytics is installed. Less experienced team members can run tests with some training. There are …
Chose Google Content Experiments (discontinued)
Google Content Experiments provides significantly more insight, historical data and analysis than Unbounce. However, if you do need a solution that offers a WYSIWYG editor, landing page hosting, and limited reporting and testing, Unbounce is a good all-in-one solution and that …
Chose Google Content Experiments (discontinued)
Google CE is free, Optimizely isn't plus only until recently I found out that Optimizely can work with multiple goals, however, this was found by meeting their employees at a trade show and not via their website.
Chose Google Content Experiments (discontinued)
GCE isn't better or worse than any of these, it's just different. When I have the time to build a new page, setup the testing scripts, and go - then I'll use GCE. If I'm doing multivariate I use VWO. If I'm testing a quick button or headline change, I use Optimizely or UnBounce.
Chose Google Content Experiments (discontinued)
Google CE does a great job streamlining tools and features. Optimizely does not offer nearly the same amount of tools or resources that G CE does. I would use CE in the future but stay away from Optimizely. Google also has a lot more resources for accruing knowledge on it …
Optimizely Web Experimentation
Chose Optimizely Web Experimentation
Our choice of Optimizely was based on ease of use, reputation, and price. All 3 solutions seemed to have high reviews from users. We found VWO to be the most expensive, with Google CE being free and Optimizely in the middle. However we ruled out Google because it seemed to have …
Chose Optimizely Web Experimentation
These competitors are great examples of what is below and above Optimizley, in terms of price and capability. Adobe Test & Target is going to have a lot more features and capabilities, and, as you probably have guessed, it is much, much less affordable. Google Content …
Chose Optimizely Web Experimentation
We previously used Google's content experiments to do our A/B testing, but we found their testing methodology to be inflexible (they would often stop experments when they felt that a certain level of confidence was met and did not allow us to build in our own level of …
Agentforce Marketing
Chose Salesforce Agentforce Marketing
We evaluated most other marketing automation products and Pardot was best for us because of the SFDC integration.
Features
Google Content Experiments (discontinued)Optimizely Web ExperimentationSalesforce Agentforce Marketing
Testing and Experimentation
Comparison of Testing and Experimentation features of Product A and Product B
Google Content Experiments (discontinued)
9.2
1 Ratings
9% above category average
Optimizely Web Experimentation
8.0
163 Ratings
5% below category average
Salesforce Agentforce Marketing
-
Ratings
a/b experiment testing9.01 Ratings9.0163 Ratings00 Ratings
Split URL testing10.01 Ratings8.5135 Ratings00 Ratings
Multivariate testing10.01 Ratings8.4139 Ratings00 Ratings
Multi-page/funnel testing9.01 Ratings7.9126 Ratings00 Ratings
Cross-browser testing8.01 Ratings8.197 Ratings00 Ratings
Mobile app testing8.01 Ratings8.175 Ratings00 Ratings
Test significance9.01 Ratings8.4147 Ratings00 Ratings
Visual / WYSIWYG editor10.01 Ratings8.1133 Ratings00 Ratings
Advanced code editor9.01 Ratings8.0125 Ratings00 Ratings
Page surveys8.01 Ratings6.217 Ratings00 Ratings
Visitor recordings8.01 Ratings8.418 Ratings00 Ratings
Preview mode8.01 Ratings7.6145 Ratings00 Ratings
Test duration calculator10.01 Ratings7.9112 Ratings00 Ratings
Experiment scheduler10.01 Ratings8.2112 Ratings00 Ratings
Experiment workflow and approval8.01 Ratings7.890 Ratings00 Ratings
Dynamic experiment activation10.01 Ratings7.574 Ratings00 Ratings
Client-side tests10.01 Ratings7.896 Ratings00 Ratings
Server-side tests10.01 Ratings7.250 Ratings00 Ratings
Mutually exclusive tests10.01 Ratings8.180 Ratings00 Ratings
Audience Segmentation & Targeting
Comparison of Audience Segmentation & Targeting features of Product A and Product B
Google Content Experiments (discontinued)
10.0
1 Ratings
13% above category average
Optimizely Web Experimentation
8.2
152 Ratings
7% below category average
Salesforce Agentforce Marketing
-
Ratings
Standard visitor segmentation10.01 Ratings8.4147 Ratings00 Ratings
Behavioral visitor segmentation10.01 Ratings7.7122 Ratings00 Ratings
Traffic allocation control10.01 Ratings9.1144 Ratings00 Ratings
Website personalization10.01 Ratings7.8111 Ratings00 Ratings
Results and Analysis
Comparison of Results and Analysis features of Product A and Product B
Google Content Experiments (discontinued)
9.9
1 Ratings
14% above category average
Optimizely Web Experimentation
8.3
149 Ratings
4% below category average
Salesforce Agentforce Marketing
-
Ratings
Click analytics10.01 Ratings8.833 Ratings00 Ratings
Form fill analysis10.01 Ratings8.072 Ratings00 Ratings
Conversion tracking10.01 Ratings8.744 Ratings00 Ratings
Goal tracking10.01 Ratings8.2127 Ratings00 Ratings
Test reporting9.01 Ratings7.9137 Ratings00 Ratings
Results segmentation10.01 Ratings7.7103 Ratings00 Ratings
CSV export10.01 Ratings7.9102 Ratings00 Ratings
Experiments results dashboard10.01 Ratings8.049 Ratings00 Ratings
Heatmap tool00 Ratings9.313 Ratings00 Ratings
Scroll maps00 Ratings8.517 Ratings00 Ratings
Email & Online Marketing
Comparison of Email & Online Marketing features of Product A and Product B
Google Content Experiments (discontinued)
-
Ratings
Optimizely Web Experimentation
-
Ratings
Salesforce Agentforce Marketing
7.5
171 Ratings
2% below category average
WYSIWYG email editor00 Ratings00 Ratings7.6122 Ratings
Dynamic content00 Ratings00 Ratings8.0153 Ratings
Ability to test dynamic content00 Ratings00 Ratings6.7112 Ratings
Landing pages00 Ratings00 Ratings7.6121 Ratings
A/B testing00 Ratings00 Ratings7.3151 Ratings
Mobile optimization00 Ratings00 Ratings6.8111 Ratings
Email deliverability reporting00 Ratings00 Ratings7.5132 Ratings
List management00 Ratings00 Ratings8.2129 Ratings
Triggered drip sequences00 Ratings00 Ratings7.595 Ratings
Lead Management
Comparison of Lead Management features of Product A and Product B
Google Content Experiments (discontinued)
-
Ratings
Optimizely Web Experimentation
-
Ratings
Salesforce Agentforce Marketing
8.1
124 Ratings
4% above category average
Lead nurturing automation00 Ratings00 Ratings8.6109 Ratings
Lead scoring and grading00 Ratings00 Ratings8.1110 Ratings
Data quality management00 Ratings00 Ratings7.5116 Ratings
Automated sales alerts and tasks00 Ratings00 Ratings8.3101 Ratings
Campaign Management
Comparison of Campaign Management features of Product A and Product B
Google Content Experiments (discontinued)
-
Ratings
Optimizely Web Experimentation
-
Ratings
Salesforce Agentforce Marketing
7.5
114 Ratings
1% above category average
Calendaring00 Ratings00 Ratings7.6103 Ratings
Event/webinar marketing00 Ratings00 Ratings7.497 Ratings
Social Media Marketing
Comparison of Social Media Marketing features of Product A and Product B
Google Content Experiments (discontinued)
-
Ratings
Optimizely Web Experimentation
-
Ratings
Salesforce Agentforce Marketing
7.5
88 Ratings
2% above category average
Social sharing and campaigns00 Ratings00 Ratings7.583 Ratings
Social profile integration00 Ratings00 Ratings7.539 Ratings
Reporting & Analytics
Comparison of Reporting & Analytics features of Product A and Product B
Google Content Experiments (discontinued)
-
Ratings
Optimizely Web Experimentation
-
Ratings
Salesforce Agentforce Marketing
7.8
124 Ratings
6% above category average
Dashboards00 Ratings00 Ratings8.2118 Ratings
Standard reports00 Ratings00 Ratings7.7123 Ratings
Custom reports00 Ratings00 Ratings7.5100 Ratings
Platform & Infrastructure
Comparison of Platform & Infrastructure features of Product A and Product B
Google Content Experiments (discontinued)
-
Ratings
Optimizely Web Experimentation
-
Ratings
Salesforce Agentforce Marketing
7.6
124 Ratings
2% above category average
API00 Ratings00 Ratings6.990 Ratings
Role-based workflow & approvals00 Ratings00 Ratings6.989 Ratings
Customizability00 Ratings00 Ratings7.0111 Ratings
Integration with Salesforce.com00 Ratings00 Ratings7.8113 Ratings
Integration with Microsoft Dynamics CRM00 Ratings00 Ratings8.814 Ratings
Integration with SugarCRM00 Ratings00 Ratings8.311 Ratings
Third-party software integrations00 Ratings00 Ratings7.324 Ratings
Best Alternatives
Google Content Experiments (discontinued)Optimizely Web ExperimentationSalesforce Agentforce Marketing
Small Businesses
Convert Experiences
Convert Experiences
Score 9.9 out of 10
Convert Experiences
Convert Experiences
Score 9.9 out of 10
Vbout
Vbout
Score 9.9 out of 10
Medium-sized Companies
Dynamic Yield
Dynamic Yield
Score 9.0 out of 10
Dynamic Yield
Dynamic Yield
Score 9.0 out of 10
PFL Direct Mail Platform
PFL Direct Mail Platform
Score 9.0 out of 10
Enterprises
Dynamic Yield
Dynamic Yield
Score 9.0 out of 10
Dynamic Yield
Dynamic Yield
Score 9.0 out of 10
PFL Direct Mail Platform
PFL Direct Mail Platform
Score 9.0 out of 10
All AlternativesView all alternativesView all alternativesView all alternatives
User Ratings
Google Content Experiments (discontinued)Optimizely Web ExperimentationSalesforce Agentforce Marketing
Likelihood to Recommend
9.0
(13 ratings)
8.7
(253 ratings)
8.0
(328 ratings)
Likelihood to Renew
7.5
(10 ratings)
9.5
(51 ratings)
8.1
(114 ratings)
Usability
-
(0 ratings)
10.0
(58 ratings)
8.4
(37 ratings)
Availability
-
(0 ratings)
10.0
(7 ratings)
10.0
(11 ratings)
Performance
-
(0 ratings)
7.3
(6 ratings)
9.6
(9 ratings)
Support Rating
8.0
(1 ratings)
10.0
(16 ratings)
7.0
(36 ratings)
In-Person Training
-
(0 ratings)
-
(0 ratings)
5.0
(4 ratings)
Online Training
-
(0 ratings)
3.0
(1 ratings)
8.1
(7 ratings)
Implementation Rating
-
(0 ratings)
8.0
(11 ratings)
3.0
(17 ratings)
Configurability
-
(0 ratings)
6.0
(1 ratings)
-
(0 ratings)
Contract Terms and Pricing Model
-
(0 ratings)
-
(0 ratings)
5.0
(1 ratings)
Ease of integration
-
(0 ratings)
-
(0 ratings)
7.0
(2 ratings)
Product Scalability
-
(0 ratings)
8.0
(162 ratings)
7.3
(39 ratings)
Vendor post-sale
-
(0 ratings)
-
(0 ratings)
8.0
(3 ratings)
Vendor pre-sale
-
(0 ratings)
-
(0 ratings)
7.0
(3 ratings)
User Testimonials
Google Content Experiments (discontinued)Optimizely Web ExperimentationSalesforce Agentforce Marketing
Likelihood to Recommend
Discontinued Products
Do you already have Google Analytics? If so content experiments is a good, free, starting point to dip your toes in A/B testing. Do you need to run Multivariate experiments? If so, Google Content Experiments is not going to fit your needs.
Read full review
Optimizely
I think it can serve the whole spectrum of experiences from people who are just getting used to web experimentation. It's really easy to pick up and use. If you're more experienced then it works well because it just gets out of the way and lets you really focus on the experimentation side of things. So yeah, strongly recommend. I think it is well suited both to small businesses and large enterprises as well. I think it's got a really low barrier to entry. It's very easy to integrate on your website and get results quickly. Likewise, if you are a big business, it's incrementally adoptable, so you can start out with one component of optimizing and you can build there and start to build in things like data CMS to augment experimentation as well. So it's got a really strong a pathway to grow your MarTech platform if you're a small company or a big company.
Read full review
Salesforce
I think the product, by definition, is meant for marketing — and we use it exactly for that, for running campaigns. That’s the best-suited use case for the product. I don’t think it’s really meant to be used for anything else — that’s just not how it’s designed.
Read full review
Pros
Discontinued Products
  • Quick and easy to create and set up experiments
  • Results are presented in a way that is familiar and easy for any Google Analytics user to understand. So is great for beginners to conversion testing
  • Already integrated into Google Analytics and can measure results against your existing conversion goals
  • Allows nine possible variants to be A/B tested
  • Features more than one testing methodology, Bayesian (Multi-Armed Bandit,) and Full Factorial
  • Allows the user to select one of three possible confidence thresholds to ensure that experiment results are robust
  • Great value, it is free!
Read full review
Optimizely
  • The Platform contains drag-and-drop editor options for creating variations, which ease the A/B tests process, as it does not require any coding or development resources.
  • Establishing it is so simple that even a non-technical person can do it perfectly.
  • It provides real-time results and analytics with robust dashboard access through which you can quickly analyze how different variations perform. With this, your team can easily make data-driven decisions Fastly.
Read full review
Salesforce
  • Filter relevant content so you can priorize those that are more relevant and resolve it first
  • Measure the traffic in the different social networks, as well as the response rate, average response time and other relevant metrics
  • Configure automation rules to order the work of those who must interact with the customer
Read full review
Cons
Discontinued Products
  • Their documentation is not the best and it's quite a steep learning curve.
  • They also don't tell you particularly well what sorts of things you should be testing.
  • Compared to other suppliers of A/B testing tools- it needs a simpler interface. Optimize is starting to answer that - but is still quite Beta-like.
Read full review
Optimizely
  • JavaScript is hard to implement sometimes especially for JQuery elements
  • ROI reporting should be part of the overall experimentation reporting
  • CMP integration: where we can easily show status of test on the HPT request
  • CMS integration
  • More widgets like social proof banners, etc.
Read full review
Salesforce
  • The email builder does not offer any way to catch/check bugs across different email service providers
  • Creating SQL is not as easy as drag-and-drop; a lot of technical knowledge is required
  • Salesforce Marketing Cloud is sold as a marketing tool, but to be honest, you need a LOT of technical IT support to run the tool
  • Einstein metrics are across the board; if you have multiple audiences in one instance of Salesforce Marketing Cloud you can't segment the data.
Read full review
Likelihood to Renew
Discontinued Products
Content Experiments just makes it is simple and easy to implement A|B tests. We will be evaluating other tools in search of a more robust system for multivariate and cross-page testing, such as Optimizely or Visual Website Optimizer. However, for basic testing, you can't really beat it.
Read full review
Optimizely
I rated this question because at this stage, Optimizely does most everything we need so I don't foresee a need to migrate to a new tool. We have the infrastructure already in place and it is a sizeable lift to pivot to another tool with no guarantee that it will work as good or even better than Optimizely
Read full review
Salesforce
As of right now we have not seen any other program that integrates as seamlessly into our Salesforce platform. We have barely scratched the surface of all the features and use cases. It would be irresponsible to make a move to another platform in the near future. We have not come up against any limitations that would prompt a need to switch
Read full review
Usability
Discontinued Products
No answers on this topic
Optimizely
Optimizely Web Experimentation's visual editor is handy for non-technical or quick iterative testing. When it comes to content changes it's as easy as going into wordpress, clicking around, and then seeing your changes live--what you see is what you get. The preview and approval process for sharing built experiments is also handy for sharing experiments across teams for QA purposes or otherwise.
Read full review
Salesforce
You won't find another solution that has as many features as Salesforce Marketing Cloud Interaction Studio. We all know Salesforce, we all know how big they are and it's not for nothing... Their tools do most of the things you want, need and even imagine. Using it is complicated, but the usability is infinite.
Read full review
Reliability and Availability
Discontinued Products
No answers on this topic
Optimizely
I would rate Optimizely Web Experimentation's availability as a 10 out of 10. The software is reliable and does not experience any application errors or unplanned outages. Additionally, the customer service and technical support teams are always available to help with any issues or questions.
Read full review
Salesforce
Upgrades and timing of the upgrades were communicated well and planned during off hours for our work. If we did have a campaign scheduled during that time, it would kick-off after the system was back active. There were a few unplanned system down times, but it was a rare occurrence and those times were also short in duration.
Read full review
Performance
Discontinued Products
No answers on this topic
Optimizely
I would rate Optimizely Web Experimentation's performance as a 9 out of 10. Pages load quickly, reports are complete in a reasonable time frame, and the software does not slow down any other software or systems that it integrates with. Additionally, the customer service and technical support teams are always available to help with any issues or questions.
Read full review
Salesforce
Though the make up of MA apps is not built this way today, it would be nice to see them become more real-time. The integration between Salesforce and Pardot is not a true real-time integration. If I modify something in Salesforce, those changes are not automatically reflected in Pardot immediately. There is a delay of about 15 minutes before the systems sync. This delay, although not long, is less than ideal We would love the systems to be integrated real time such that changes are propagated from one system to the other immediately.
Read full review
Support Rating
Discontinued Products
Using the free tool, overall "live support" is limited. However, there are plenty of online resources to get started. If you need handheld support, it is best to upgrade the service or hire a developer through one of Google's partner agencies. There could be more support for understanding what makes a test useful or not.
Read full review
Optimizely
They always are quick to respond, and are so friendly and helpful. They always answer the phone right away. And [they are] always willing to not only help you with your problem, but if you need ideas they have suggestions as well.
Read full review
Salesforce
They are really responsive and more than not solve the problem or give you insight to how you can manage the solution yourself. I do find however sometimes a long delay on the more complex issues when they need to loop in other departments. but overall a good experience with support
Read full review
In-Person Training
Discontinued Products
No answers on this topic
Optimizely
No answers on this topic
Salesforce
The trainers at the Pardot user conference (Elevate and Connections) were very knowledgeable and presented the material well. Again, the content was targeted to more of a new user audience, and was not really relevant for folks who had been using the product for 2+ years.
Read full review
Online Training
Discontinued Products
No answers on this topic
Optimizely
The tool itself is not very difficult to use so training was not very useful in my opinion. It did not also account for success events more complex than a click (which my company being ecommerce is looking to examine more than a mere click).
Read full review
Salesforce
Pardot's online training touches on all topics briefly and vaguely without much indepth exploration into how a final outcome could look, such as Nurturing Campaigns, Email templates, landing page templates, etc... The only true way to uncover Pardot's full capabilities is to have Front End design and coding experience. Without this key skill set, I would not recommend Pardot to another business.
Read full review
Implementation Rating
Discontinued Products
No answers on this topic
Optimizely
In retrospect: - I think I should have stressed more demo's / workshopping with the Optimizely team at the start. I felt too confident during demo stages, and when came time to actually start, I was a bit lost. (The answer is likely I should have had them on-hand for our first install.. they offered but I thought I was OK.) - Really getting an understanding / asking them prior to install of how to make it really work for checkout pages / one that uses dynamic content or user interaction to determine what the UI does. Could have saved some time by addressing this at the beginning, as some things we needed to create on our site for Optimizely to "use" as a trigger for the variation test. - Having a number of planned/hoped-for tests already in-hand before working with Optimizely team. Sharing those thoughts with them would likely have started conversations on additional things we needed to do to make them work (rather than figuring that out during the actual builds). Since I had development time available, I could have added more things to the baseline installation since my developers were already "looking under the hood" of the site.
Read full review
Salesforce
From an IT perspective, once you set up the Javascript beacon and start collecting data there is a waiting game. During this time you can start labeling your site actions which can be labor intensive for a single person, but you don't really have the final end-users on the platform yet. We did a lot of training so users were experienced, but it wasn't until they had their first tasks to accomplish that they started using the system and had questions. I'd recommend setting up some immediate goals for an end-user to start segmenting for the purpose of displaying message campaigns so you can jump start end-user action.
Read full review
Alternatives Considered
Discontinued Products
Google Website Optimizer was a better product but has been discontinued. We have also used Test and Target , which has more features but we have been doing fine with Google Content Experiments. Most testing situations can be handled with Google Content Experiments.
Read full review
Optimizely
The ability to do A/B testing in Optimizely along with the associated statistical modelling and audience segmentation means it is a much better solution than using something like Google Analytics were a lot more effort is required to identify and isolate the specific data you need to confidently make changes
Read full review
Salesforce
We use Salesforce Marketing Cloud for lead management, generating reports, tracking customer and dealer information, inputting orders, and more. I prefer HubSpot for email marketing and automation because it is easier to use and the emails are designed much better. We currently use Salesforce and HubSpot, and we are very happy to have both, as they have different pros/cons.
Read full review
Contract Terms and Pricing Model
Discontinued Products
No answers on this topic
Optimizely
No answers on this topic
Salesforce
was not involved with this part but i have not heard about clompaints
Read full review
Scalability
Discontinued Products
No answers on this topic
Optimizely
We can use it flexibly across lines of business and have it in use across two departments. We have different use cases and slightly different outcomes, but can unify our results based on impact to the bottom line. Finally, we can generate value from anywhere in the org for any stakeholders as needed.
Read full review
Salesforce
Prior to this, we had no solution and literally were doing things on paper in a world where technology is outpacing paper. Having this process optimized has made it easier for the sales and marketing people to change information. From the training perspective, it has allowed us to see holes in where we could create additional support training, so the ROI here has been a lot more than just the optimization of a process.
Read full review
Return on Investment
Discontinued Products
  • CE has made efficient time use easy and fool-proof when it comes to learning the software
  • Because it integrates with other Google programs there is a benefit to track with Google Analytics
  • The learning curve can create initiate time investment that may go beyond what companies are willing to dedicate.
Read full review
Optimizely
  • We're able to share definitive annualized revenue projections with our team, showing what would happen if we put a test into Production
  • Showing the results of a test on a new page or feature prior to full implementation on a site saves developer time (if a test proves the new element doesn't deliver a significant improvement.
  • Making a change via the WYSIWYG interface allows us to see multiple changes without developer intervention.
Read full review
Salesforce
  • Salesforce Marketing Cloud allows us to more efficiently reach out to a higher number of prospects.
  • Salesforce Marketing Cloud allows us to nimbly communicate important messages in a timely fashion to facilitate conversion.
  • Salesforce Marketing Cloud allows us to track who is opening our messages so that we can stop sending to those not interested and focus on the most engaged audiences.
Read full review
ScreenShots

Optimizely Web Experimentation Screenshots

Screenshot of AI-Powered Experimentation with Opal:

- Instant Test Ideas: Generates high-quality A/B test ideas based on any goals and audience insights.
- Smarter Experimentation: The AI can suggest impactful variations, reducing guesswork and increasing test velocity.
- More Than Just Ideas: From hypothesis generation to analyzing results, Opal helps optimize every stage of the experimentation process.Screenshot of the new Visual Editor with an AI Variation Development Agent

Create simple or advanced website changes fast without writing a line of code with our AI Development Agent.

Use natural language to build out your ideas and apply brand styles to your experiments instantly.Screenshot of Advanced Audience Targeting:

- Delivers personalized experiences by targeting users based on behaviors, attributes, and real-time conditions.
- Defines precise audience segments using first-party data, geolocation, and device type.
- Can test and optimize for different audience groups to maximize impact and engagement.Screenshot of Variation Template

Library of experience templates that you can access right within the Visual Editor. Customize these templates or create your own to easily reuse throughout your experimentation program.

- Offers pre-built templates for common test setups.
- Standardized variations and maintains brand integrity with reusable templates.
- Templates can be customized visually or tweak them with code for full flexibility.Screenshot of Web Experimentation Results Page:

- Data visualizations help interpret experiment performance.
- Displays which variations are winning with built-in statistical significance calculations.
- Results can be filtered by audience segments, events, and conversions to uncover key trends.Screenshot of the custom code editor for JavaScript & CSS changes, used to build complex tests.

Agentforce Marketing Screenshots

Screenshot of Pardot Analytics - Pardot's reporting and analytics can be used to perform true revenue impact analysis and closed-loop reporting.Screenshot of Pardot Email Analytics - The reach and impact of  email marketing efforts are displayed in real-time with advanced reporting and analytics by device, and email client.Screenshot of Pardot Forms and Landing Pages - Pardot's form and landing page builders are used to turn online traffic to leads with targeted offers and content marketing.Screenshot of Pardot Email Marketing - Lead nurturing flows are defined via an interface that enables definition of the simplest or most complex segmented and targeted campaigns.