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

    • Zoho Books "Update" Trigger for Zapier?

      Hi Zoho Team, I've been in talks with Zapier about using their services to connect my Zoho Books account to various apps, but I require an additional trigger beyond the "New" trigger. I require an "Update" trigger, which will allow me to filter and create Zaps only when certain conditions are fulfilled on the Zoho Books end before I automate a separate app. Specifically this will help me create invoices in QuickBooks Online only when payments are recorded in Zoho Books, rather than when a new invoice

    • How to prevent editing of closed tickets in Zoho Desk?

      I would like to confirm whether it is possible to completely prevent agents from editing tickets once their status is set to Closed. Is there any configuration, permission, or best practice in Zoho Desk to ensure that closed tickets remain read-only and

    • Zoho Desk Limitations

      Good day, all, I would like to know whether others share my frustration with some of Zoho's limitations. Don't get me wrong, I like Desk (and I also have a subscription for Analytics), I have been with them for close to 10 years, and unfortunately, I

    • New Mandatory One-Click Unsubscribe Link Overshadowing Custom Unsubscribe Link

      I was recently informed by Zoho CRM Support that they are now mandated by the large email service providers like Google and Yahoo to provide a one-click unsubscribe option in the header (not the body) of all mass emails. I have a custom unsubscribe link

    • how to undoreconciled transaction

      how to undo reconciled transaction

    • Service Title in Service Report Template Builder

      I am currently working on the Service Report Template Builder in Zoho FSM. I have created three separate service report templates for different workflows: Preventive Maintenance Report Requested Service Report Installation Report My issue is that I cannot

    • Zoho Sign for Zoho Projects

      Documents authorization and validation with signature is now easier in project management with Zoho Projects' Zoho Sign extension. Sign documents or send them for signatures directly from tasks and issues using Zoho Sign extension in Zoho Projects. Extension

    • Deluge Learning Series – Best Practices in Deluge | December 2025

      We’re excited to bring you the next session of the Deluge Learning Series, focused entirely on writing cleaner, faster, and more reliable Deluge code. In this edition, we’ll dive deep into the essential best practices every Deluge developer should follow

    • Associate a Contact to a Campaign using deluge?

      If I want to add one record to another related list, which zoho function do I use? zoho.updateRelatedRecord is not it I don't think.  I simply want to take a "Contact" and associate it to a "Campaign" using deluge.  Can anyone help? contactId = 5122008000000796037;

    • Add "Groups" above "Users" in the Zoho Forms Left Menu

      Hi, We have Groups but you have to go to a Form and Share or use the Directory App to manage them, please add "Groups" above "Users" in the Zoho Forms Left Menu so you can manage them in 1 place within Zoho Forms too. Thanks Dan

    • Zoho Books | Product updates | October 2025

      Hello users, We’ve rolled out new features and enhancements in Zoho Books. From iOS 26 updates to viewing reports as charts, explore the updates designed to enhance your bookkeeping experience. Zoho Books Updates for Apple Devices At WWDC 2025, Apple

    • Adding Taxes to paid consultations in Zoho Bookings

      I created a 'paid' consultation under Zoho Booking and integrated it with payment gateways for online/instant payment before a booking is done. How can I add 'taxes' to the price of consultation? I can add taxes to other Zoho apps (liks Books, Checkout,

    • Zoho CRM Reports Module on Mobil App

      I have the mobile app and the reports module doesn't appear in the sidebar for some reason. I saw a Youtube video where the user had the Reports module on mobile. Is there a setting to show it on mobile? Thanks.

    • Inquiry on Help Centre Tab Customisation

      Hi Zoho team, I’m wondering if it’s possible to further customise the Help Center tabs, specifically the descriptions under Knowledge Base, Community, and Tickets. While the current setup allows customising tab names, being able to tailor the descriptions

    • Passing a form object to a function

      Suppose I have a sort_order field in multiple tables and I want to increment it by +1 onCreate of a new record. Is there a way to pass the form object as an argument into the function to keep things DRY? The following function from Zia works, but I'd

    • Can you copy and paste a page within a form?

      I have been looking at trying to copy/duplicate a whole page within a form. I can't see how I can do this without having to add all the data in again. This is very time consuming. Any help would be great.

    • Unable to sort as Descending order

      Trying to change the sort order for a lookup field (checkboxes) from Ascending to Descending and keep getting an error in Deluge that the order must be Ascending Did anyone ran into this? Thanks Eyal

    • How do I copy an email message to one or more other folders?

      I can move a message to another folder using the "move to" option but I can't figure out how to copy a message. 

    • New feature request: Allow copy of email message to another folder

      Hello Zoho team, This is a suggested new feature to allow copy an email message to either another folder or the same folder. Within the same Zoho account. This is not a support request about "label". This is a suggested new feature to allow copies of

    • Creator Simplified #11: Create a custom button to download files

      Hey there! This time, let's see how to create custom buttons to download the files uploaded in the file upload field. Sample use-case A training app has a module that provides the materials for all the available courses. Students can click on the corresponding

    • Hide horizontal lines at bottom of form

      Hi I have a page with 3 forms embedded in html snippets. On each of the forms I can hide the submit button easily but I am left with the horizontal lines that bound that section and I cannot figure out to remove them (see below for the two sets of horizontal

    • Autosaving of Form Field

      HI can anyone suggest a way of autosaving or simulating an autosave function for a specific field in a form. The story is as follows. I have a bunch of technicians who write notes on how they do a repair. Sometimes they write for a couple of hours the troubleshooting process. If they click incorrectly, press ESC, Cancel or the browser crashes the information is lost which can be heartbreaking so my guys use notepad and then copy the information in. The only way around this is to click submit on the

    • Ask the Experts 26: Brighten every customer interaction with Zoho Desk all year long

      Hello everyone, Greetings and welcome to Ask the Experts 26. As we wrap up 2025, we are excited to invite you to the 26th episode of our Ask the Expert series. 🎄The Merry Metrics Edition = Best of Zoho Desk [Best Practices + Holiday Automation + Year-End

    • Pricing calculator

      Alright, so I'm trying to create a pricing calculator/pricing report generator to use in a cabinet shop. I did all the logic and such, and the calculator works. I have a few other things that I would need it to be able to do though, I'll do my best to

    • Bug Details

      In the Bug detail the milestoneid is missing

    • Is there a way to make a button scroll down?

      Looking to have a button on a landing page scroll down to another section on the page. Any recomendations outside of coding?

    • Stop completed task lists from disappearing?

      Is there any way to stop projects from making tasks lists disappear when all the tasks in the list are completed? That's one of those little things where we're constantly fighting the product. For instance we have some projects which are ongoing - no start and end date. We use Kanban view to show the various task lists. We don't want the kanban list to disappear every time the items on it happen to be closed out. Thanks

    • Allow customers to choose meeting venue and meeting duration on booking page

      My business primarily involves one-to-one meetings with my clients. Given the hybrid-work world we now find ourselves in, these meetings can take several forms (which I think of as the meeting "venue"): In-person Zoom Phone call I currently handle these

    • Booking outside of scheduled availability

      Is there a way for staff (such as the secretary) to book appointments outside of the scheduled availability? Right now to do this special hours must be set each time. There should be a quicker way. Am I missing something?

    • Operation Questions.

      Hello, I hope you are well. To explain a little, we are a company that sells services and products with a technical team responsible for installation and maintenance. Zoho FSM can be useful for the technical team, namely for the technical coordinator

    • Update date & time when a cell is edited

      Hi All, I am desiring to have a cell update with the current date and time when another cell is edited. Any ideas?  Thank you

    • Add "Groups" to "Share With" on Reports & All Entries

      Hi, On Forms we can share Publicly, with Specific Users And/Or Specific Groups or All Users. With Reports and All Entries we lack the "Groups" option, please add this as with many users this saves a lot of work. Thanks Dan

    • Add Pause / Resume Option to Zoho Quartz Recordings

      Hi Zoho Team, We would like to request an enhancement to Zoho Quartz recordings: the ability to pause and resume an ongoing recording. Current Limitation: At the moment, when recording an issue with Zoho Quartz, the recording continues even when we are

    • Custom Fields Not Showing Up in Invoice PDF Template Document Information

      I have added 2 custom fields under Sales > Invoices > Manage Custom Fields. They are set to show in all PDFs. However when I am editing my Invoice PDF template, i do not see the custom fields under Document Information.

    • ZOHO Books

      Hi there, Why after I upgrade my Zoho invoice > Books then i wanted to add plugin which i cannot do. Please advise.

    • How is Your eCommerce Experience w/Zoho Inventory?

      First off, I'm SUPER grateful for the advent of Zoho Inventory and now the Zoho Commerce Suite. Overall, Inventory is a great product, especially for customers without an eCommerce presence. For eCommerce companies (especially those shipping more than ~10 packages/day), however, there are certain drawbacks that keep my clients from moving over to Zoho Inventory: Cons: 1. Invoice + Package Creation from Shopify/Other eCommerce Integrations: Zoho Inventory makes the somewhat perplexing decision to

    • Simplify Mass Replies with Predefined Templates and Snippets

      Hello everyone, We are happy to introduce a new enhancement to Mass Reply that helps agents respond to customers quickly and consistently. With the addition of Email Templates and Snippets in the reply window, agents can use predefined messages while

    • Mapping custom fields from one module to another

      I have a custom field, "Subscription Period" that appears as a required field in every Opportunity (Potential). I want that field to appear on any Quotes derived from that Opportunity (and have created a custom field of the same name in Quotes for that

    • The Social Wall: November 2025

      We’re nearing the end of the year, and the holiday season is officially kicking in! It’s that time when sales peak and your social media game needs to be stronger than ever. We’re back with exciting new updates across AI, analytics, and the mobile app

    • How to update Multi File upload field

      Assume that i have a multi file upload field,how can i update the same field again?

    • Next Page