Advance Your Churn Predictions with Zia's Usage Data Feature: Event Mapping

Advance Your Churn Predictions with Zia's Usage Data Feature: Event Mapping

Greetings all, 

This is an important and exciting update about feeding usage data into Zoho CRM. To expand the scope of how usage data can be used by Zia, we are introducing a new section called Usage Data under Zia. Users can now easily import, edit, and update usage data within their CRM.

This feature helps you understand if your customers are losing interest or satisfaction with your service, experiencing technical difficulties, or switching to a different platform with the usage data you feed. Identifying these behavioral changes early on can provide valuable insights for businesses to step in and re-engage customers.



Through this enhancement, 
  • Improve the CRM's capability to leverage usage data for Zia-generated insights such as churn prediction, recommendations, and engagement signals.
  • Enable users to link key attributes from usage data to terms that the system can understand for accurate Zia processing.
  • Facilitate the seamless import of usage data from different sources into Zoho CRM.

What's new?

When AI models sometimes struggle to interpret the usage data, customers often find it challenging to use their usage data in CRM systems effectively. Event mapping is a proper mapping mechanism to utilize usage data fully, not missing any opportunity on customer engagement, retention, and personalized service delivery.

With the new Usage Data under Zia, you can map each static set of events to the fields of the custom module. This enhancement helps Zia provide a deep analysis that can help predict more insights. Likewise, your churn prediction goes on, and the data is automatically updated with incoming data whenever your customers engage.

Zia can expand the range of applications for the usage data beyond Churn prediction after being trained with the data. The scope of Zia expands with the full utilization of usage data, helping with the following use cases in other features.
  • Recommendations help you decide what products you can cross-sell or upsell to which customers.
  • Analyze your customers' signals and engagement rates to gain deeper insights.
  • Bring in more accuracy to churn predictions, like when a specific customer is likely to churn.
Additionally, Zoho CRM can now access usage data sourced via API, URL, or any supported file format from any tool to be stored in a custom module. This lowers your dependency on restricted tools.

Let's get started with the details of the enhancement.

What is usage data?

All businesses need transactional data as a base to study user purchase behavior on metrics like customer details, date and time, payment methods, discounts, and inventory movements.

Unlike transactional data, which only includes information about customer purchases and subscription details, usage data tracks how these customers interact with or use them, through an app or a website, concentrating on metrics like frequency, duration, and patterns of usage, helping businesses understand user behavior and preferences. 

Tools like Google Analytics track customer actions, such as logins, interests, purchases, and location, to provide us with this data. It is used for behavior analysis, engagement metrics, churn prediction, and more. 

What is event mapping?

Event mapping is a learning technique for the system so the user can activate Predictions, such as churn prediction. Through event mapping, the system will learn and understand how to interpret usage data. Mapping involves certain data attributes like event name, event timestamp, event initiator, and others.

Why event mapping?

Since event mapping requires the mapping of information, you are directly feeding in more details about the user interactions, easing the accuracy of churn prediction. In simple words, more details give you more accurate prediction.

For instance, a sudden reduction in the amount of logins serves as a significant indication of decreasing engagement, potentially indicating churn. Through event mapping, Zia can anticipate the reasons why a certain demographic of users cease logging in at specific times and whether device-related factors impact their logins.

Moreover, event mapping unlocks various functionalities like calculating churn scores, generating personalized recommendations, and monitoring customer engagement. For example, through Workflow Rules, users can send promotional emails to encourage customers who have not logged in for over 30 days to stay engaged.

Steps to configure:

With the enhancement, import usage data into a CRM custom module, create a mapping of the data called event mapping, and utilize that data for churn prediction and more Zia insights. Through event mapping, AI increases the accuracy of Zia-driven predictions and also widens its scope for personal recommendations and other predictions.

Let's look at this activation in the below steps:
  1. Create a custom module and three (mandatory) fields to store the following data: event name, event timestamp, and event initiator.
  2. Import the usage data from other sources (via API, DataPrep, CSV, or any supported file format) to the created custom module and map the fields. 
  3. In Usage Data under Zia, perform the event mapping to create a way that the system understands.

Availability

DC: All DCs
Editions: Enterprise and Ultimate editions
Release Plan: This feature will be released phase-wise to all DCs

For detailed description and guide, refer to our resources:

    • Recent Topics

    • Collaborate Feature doesn't work

      Hello Team. It seems that the collaborate section is broken? I can post something but it all appears in "Discussions". In there is no way how I would mark something as Draft, Approval, post or any of the other filter categories? Also if I draft a post

    • Create new Account with contact

      Hi I can create a new Account and, as part of that process, add a primary contact (First name, last name) and Email. But THIS contact does NOT appear in Contacts. How can I make sure the Contact added when creating an Account is also listed as a Contact?

    • Edit Permission during and after approval?

      When a record is sent for approval Can a user request for edit permission from the approver? We don't want to give edit permissions for all the records under approval Only on a case-by-case basis How can we achieve this?

    • Zoho web and mobile application not workingn

      Both zoho forms web and mobile application aren't working. I have checked my network connections and they are fine.

    • Introducing the revamped What's New page

      Hello everyone! We're happy to announce that Zoho Campaigns' What's New page has undergone a complete revamp. We've bid the old page adieu after a long time and have introduced a new, sleeker-looking page. Without further ado, let's dive into the main

    • Prevent stripping of custom CSS when creating an email template?

      Anyone have a workaround for this? Zoho really needs to hire new designers - templates are terrible. A custom template has been created, but every time we try to use it, it strips out all the CSS from the head.  IE, we'll define the styles right in the <head> (simple example below) and everything gets stripped (initially, it saves fine, but when you browse away and come back to the template, all the custom css is removed). <style type="text/css"> .footerContent a{display:block !important;} </style>

    • Bulk Moving Images into Folders in the Library

      I can't seem to select multiple images to move into a folder in order to clean up my image library and organize it. Instead, I have to move each individual image into the folder and sometimes it takes MULTIPLE tries to get it to go in there. Am I missing

    • Zoho Campaigns - Why do contacts have owners?

      When searching for contacts in Zoho Campaigns I am sometimes caught out when I don't select the filter option "Inactive users". So it appears that I have some contacts missing, until I realise that I need to select that option. Campaigns Support have

    • Latest updates in Zoho Meeting | Breakout rooms and End to end encryption

      Hello everyone, We’re excited to share a few updates for Zoho Meeting. Here's what we've been working on lately: Introducing Breakout Rooms for enhanced collaboration in your online meetings and End-to-end encryption to ensure that the data is encrypted

    • Systematic SPF alignment issues with Zoho subdomains

      Analysis Period: August 19 - September 1, 2025 PROBLEM SUMMARY Multiple Zoho services are causing systematic SPF authentication failures in DMARC reports from major email providers (Google, Microsoft, Zoho). While emails are successfully delivered due

    • Accidentally deleted a meeting recording -- can it be recovered?

      Hi, I accidentally deleted the recording for a meeting I had today. Is there a way I can recover it?

    • Cross References Do Not Update Correctly

      I am using cross references to reference Figures and current am just using the label and number, i.e. Figure #. As seen here: When I need to update the field, I use the update field button. But it will change the cross reference to no longer only including

    • Citation Problem

      I had an previous ticket (#116148702) on this subject. The basic problem is this; the "Fetch Details" feature works fine on the first attempt but fails on every subsequent attempt, Back in July after having submitted information electronically and was

    • To Zoho customers and partners: how do you use Linked Workspaces?

      Hello, I'm exploring how we can set up and use Linked Workspaces and would like to hear from customers and partners about your use cases and experience with them. I have a Zoho ticket open, because my workspace creation fails. In the meantime, how is

    • How to access email templates using Desk API?

      Trying to send an email to the customer associated to the ticket for an after hours notification and can't find the API endpoint to grab the email template. Found an example stating it should be: "https://desk.zoho.com/api/v1/emailtemplates/" + templateID;

    • How to render either thumbnail_url or preview_url or preview_data_url

      I get 401 Unauthorised when using these urls in the <img> tag src attribute. Guide me on how to use them!

    • Update Portal User Name using Deluge?

      Hey everyone. I have a basic intake form that gathers some general information. Our team then has a consultation with the person. If the person wants to move forward, the team pushes a CRM button that adds the user to a creator portal. That process is

    • Flow Task Limits - How to Monitor, Understand Consumption?

      So, I got an email last night saying that I've exhausted 70% of my tasks for this month, and encouraging me to buy more tasks. I started to dig into this, and I cannot for the life of me figure out where to find any useful information for understanding,

    • Unable to retrieve Contact_Name field contents using Web API in javascript function

      Hello, I've added a field in the Purchase Order form to select and associate a Sales Order (Orden_de_venta, lookup field). I've also created a client script to complete some fields from the Sales Order (and the Quote), when the user specifies the related

    • Updating Woocommerce Variation Products Prices Via Zoho CRM

      I can update product prices with this flow: But I can't update variant products. I got a code from Zoho for this, but I couldn't get it to work. It needs to find the product in the CRM from the SKU field and update the variation with the price there.

    • Attention API Users: Upcoming Support for Renaming System Fields

      Hello all! We are excited to announce an upcoming enhancement in Zoho CRM: support for renaming system-defined fields! Current Behavior Currently, system-defined fields returned by the GET - Fields Metadata API have display_label and field_label properties

    • How to Track and Manage Schedule Changes in Zoho Projects

      Keeping projects on track requires meticulous planning. However, unforeseen circumstances can cause changes to schedules, leading to delays. It becomes important to capture the reason for such changes to avoid them in the future. Zoho Projects acknowledges

    • Placing a condition before converting the LEAD

      Hi,  I need some assistance with Lead conversion. I need to place certain conditions before allowing the user to convert the lead.  For example: up until the certain status's doesn't equal "green" don't allow to convert lead.  I tried creating this using

    • Zoho CRM Calendar | Custom Buttons

      I'm working with my sales team to make our scheduling process easier for our team. We primary rely on Zoho CRM calendar to organize our events for our sales team. I was wondering if there is a way to add custom button in the Calendar view on events/meeting

    • Power of Automation:: Automate the process of updating project status based on a specific task status.

      Hello Everyone, Today, I am pleased to showcase the capabilities of a custom function that is available in our Gallery. To explore the custom functions within the Gallery, please follow the steps below. Click Setup in the top right corner > Developer

    • Emails Disappearing From Inbox

      I am experiencing the unnerving problem of having some of the messages in my inbox just disappear.  It seems to happen to messages that have been in there for longer than a certain amount of time (not sure how long exactly). They are usually messages that I have flagged and know I need to act on, but have not gotten around to doing so yet.  I leave them in my inbox so I will see them and be reminded that I still need to do something about them, but at least twice now I have opened my inbox and found

    • BUTTONS SHOWN AS AN ICON ON A REPORT

      Hi Is there any way to create an action button but show it as an icon on a report please? As per the attached example? So if the user clicks the icon, it triggers an action?

    • Power of Automation :: Automatic removal of project users once the project status is changed.

      A custom function is a software code that can be used to automate a process and this allows you to automate a notification, call a webhook, or perform logic immediately after a workflow rule is triggered. This feature helps to automate complex tasks and

    • Customizing Form Questions per Recipient Group in Zoho Campaigns/Forms

      Hello everyone, I would like to ask if it’s possible in Zoho Campaigns or Zoho Forms to send out a campaign where the form questions can be customized based on the group of recipients. Use case example: I have prepared 20 questionnaire questions. For

    • Zoho Books - France

      L’équipe de Zoho France reçoit régulièrement des questions sur la conformité de ses applications de finances (Zoho Books/ Zoho Invoice) pour le marché français. Voici quelques points pour clarifier la question : Zoho Books est un logiciel de comptabilité

    • in zoho creator Sales Returns form has sub form Line Items return quantity when i upate the or enter any values in the sub form that want to reflect in the Sales Order form item deail sub form field Q

      in zoho creator Sales Returns form has sub form Line Items return quantity when i upate the or enter any values in the sub form that want to reflect in the Sales Order form item deail sub form field Quantity Returned\ pls check the recording fetch_salesorder

    • Client Script Payload Size Bug

      var createParams = { "data": [{ "Name": "PS for PR 4050082000024714556", "Price_Request": { "id": "4050082000024714556" }, "Account": { "id": "4050082000021345001" }, "Deal": { "id": "4050082000023972001" }, "Owner": { "id": "4050082000007223004" }, "Approval_Status":

    • Forms - Notification When Response Submitted

      How do I set it up to generate an email notification when a response (class request) is submitted?

    • how to use validation rules in subform

      Is it possible to use validation rules for subforms? I tried the following code: entityMap = crmAPIRequest.toMap().get("record"); sum = 0; direct_billing = entityMap.get("direct_billing_details"); response = Map(); for each i in direct_billing { if(i.get("type")

    • Notes Issues

      Been having issues with Notes in the CRM. Yesterday it wasn't showing the notes, but it got resolved after a few minutes., Now I have been having a hard time saving notes the whole day. Notes can't be saved by the save button. it's grayed out or not grayed

    • How to disable user entry on Answer Bot in Zobot

      Hi, I have an Answer Bot in my Zobot, here is the configuration: I only want the user to choose 1 of the 4 the options I have provided: When no answer found, user chooses 'I'll rephrase the question' or 'Ask a different question When answer is found,

    • More admin control over user profiles

      It's important for our company, and I'm sure many others, to keep our users inline with our branding and professional appearance. It would be useful for administrators to have more control over profile aspects such as: Profile image User names Email signatures

    • Please Make Zoho CRM Cadences Flexible: Allow Inserting and Reordering Follow-Up Steps

      Sales processes are not static. We test, learn, and adapt as customers respond differently than expected. Right now, Zoho Cadences do not support inserting a new step between existing follow-ups or changing the type of an existing primary step. If I realize

    • Changing the Default Search Criteria for Finding Duplicates

      Hey everyone, is it possible to adjust the default search criteria for finding and merging duplicate records? Right now, CRM uses some (in my opinion nonsensical) fields as search criteria for duplicate records which do nothing except dilute the results.

    • Clear Tag & Linking Between Quotes and Sales Orders

      Hi Zoho Team, In Zoho Books, when a quote is converted into a sales order, it would be extremely useful to have: A clear tag/indicator on the quote showing that it has been converted into a sales order. A direct link in the sales order back to the originating

    • Next Page