- Most marketing still runs on a handful of hand-defined segments, such as region, income band or age, easy to explain but often ignored by the people inside them.
- H2O Driverless AI builds the segment and response models, and reason codes show why each segment ranks high for a campaign.
- H2O is not a campaign tool. It is the scoring layer under the marketing cloud you already run, such as Salesforce, Adobe or SAS.
- In marketing services, Epsilon builds more than 100,000 models a year on H2O across about 8,000 campaigns.
Replace a handful of broad segments with ones customers recognize
Most marketing still runs on a handful of segments you defined by hand: region, income band, age. They are easy to explain, but most people inside each group do not respond to the message aimed at them.
The result is low conversion, wasted creative and customers who feel the brand does not know them. Some leave.
You already hold richer signals: browsing, purchases, service history, household data from third parties and past responses. What is missing is a way to turn them into segments your team can use and explain.
How smart segmentation works
Step 1: Join the signals
Bring together browsing, purchases, service contacts, household attributes and past campaign responses into one view per customer.
Step 2: Find the microsegments
Clustering, a form of unsupervised machine learning, groups customers who behave alike on features such as recency, frequency, spend and interests. Each segment gets a profile of the traits that define it.
Step 3: Score each segment for each campaign
H2O Driverless AI trains classification models on past responses, with automatic feature engineering, so every segment gets a likelihood to respond to a given message or product.
Step 4: Explain the scores
Reason codes from explainable AI show which traits drove each response score, which matters when you must show why a person is on a list.
Step 5: Activate and refresh
Segments and scores flow to your campaign tools and refresh as behavior changes.
H2O is the scoring layer, not your campaign tool
H2O is not a campaign tool. It is the scoring layer under the marketing cloud you already run, such as Salesforce, Adobe or SAS, and segments flow to the tools your team uses today.
What Epsilon does with model built segments
Epsilon, a marketing data services firm, builds more than 100,000 models a year on H2O across about 8,000 campaigns. One campaign produced $9.0 million in incremental revenue from a 1.10% lift in response rate.
Epsilon is a marketing data services firm, not a retailer, and its models select campaign lists. Your result depends on your own customers and data, so a first project compares model built segments with the ones you use today.