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:


      Zoho Campaigns Resources


        • Desk Community Learning Series


        • Digest


        • Functions


        • Meetups


        • Kbase


        • Resources


        • Glossary


        • Desk Marketplace


        • MVP Corner


        • Word of the Day


        • Ask the Experts


          Zoho CRM Plus Resources

            Zoho Books Resources


              Zoho Subscriptions Resources

                Zoho Projects Resources


                  Zoho Sprints Resources


                    Zoho Orchestly Resources


                      Zoho Creator Resources


                        Zoho WorkDrive Resources



                          Zoho CRM Resources

                          • CRM Community Learning Series

                            CRM Community Learning Series


                          • Tips

                            Tips

                          • Functions

                            Functions

                          • Meetups

                            Meetups

                          • Kbase

                            Kbase

                          • Resources

                            Resources

                          • Digest

                            Digest

                          • CRM Marketplace

                            CRM Marketplace

                          • MVP Corner

                            MVP Corner




                            Zoho Writer Writer

                            Get Started. Write Away!

                            Writer is a powerful online word processor, designed for collaborative work.

                              Zoho CRM コンテンツ




                                ご検討中の方

                                  • Recent Topics

                                  • In arattai received message can't be deleted

                                    The issue has been noticed in following: arattai app (Android) arattai app (Window) arattai web While the message posted by me may be deleted, the ones received from others can't be. The item <Delete> change to <Report> when the message is a received
                                  • How to Bulk-Update Sales Orders in CRM

                                    Hi - I need to bulk update existing sales orders with dates from our ERP of when the sales orders were created. I made a date field on the Sales Order module where I want to insert that data. I can't Mass Update because I am not updating the fields to
                                  • How to iterate through excel data using zoho rpa

                                    I wanted to iterate or loop through excel data ( datatable). How can i do that
                                  • Zoho ToDo in Cliq

                                    Our organization utilizes Zoho ToDo in the Zoho Mail Desktop app. Is there a way for these to show up in Cliq Desktop app as well?
                                  • Rich-text fields in Zoho CRM

                                    Hello everyone, We're thrilled to announce an important enhancement that will significantly enhance the readability and formatting capabilities of your information: rich text options for multi-line fields. With this update, you can now enjoy a more versatile
                                  • 【Zoho CRM】サンドボックス機能のアップデート:カスタムビューが利用可能になりました。

                                    ユーザーの皆さま、こんにちは。コミュニティチームの中野です。 今回は「Zoho CRM アップデート情報」の中から、サンドボックス機能のアップデートをご紹介します。 目次 1. カスタムビューとは 2. 今回の機能アップデートについて 1. カスタムビューとは カスタムビューは、ユーザーが設定した条件に基づいてデータをフィルタリング・整理し、 重要な情報へ効率的にアクセスできるようにする機能です。 「過去15日間の見込み客」や「受注間近の商談」、「特定の優先度レベルが設定された案件」など 条件を指定してわずか数クリックで設定できます。
                                  • Changing an agents email address

                                    How do you change an agent's email address? I keep getting a red circle even though I am an admin. And on one of my agents he has two email addresses? How is that possible?
                                  • Zoho CRM - Potentials Tab

                                    Hi! When I create a Deal (Potentials tab) the header looks like this: After a refresh on the page it looks like this: What should I do so that it is displayed like in the second pic without refresh? Also I have a user that as of recently, cannot see this
                                  • Is there a way to automatically add Secondary Contacts (CCs) when creating a new ticket for specific customers?

                                    Some of our customers want multiple contacts to receive all notifications from our support team. Is there a way to automatically add secondary contacts to a ticket when our support team opens a new ticket and associates it with an account? This would
                                  • Zoho CRM's Copy Customization functionality now works across DCs, for customized accounts, and more

                                    Availability This feature is available in Standard, Professional, Enterprise, and Ultimate editions. These changes have been rolled out to all users in all DCs. For more information, please refer to these help documents: Overview | Instructions Hello
                                  • 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
                                  • Unable to create embed code for resource of workdrive using API

                                    Hello Team, I am trying to create embed code for a resource using workdrive api in powershell, however facing some issues with injecting data in body. Followed Doc: https://workdrive.zoho.com/apidocs/v1/filefoldersharing/shareeveryone Please help, below
                                  • Feature Request - Insert URL Links in Folders

                                    I would love to see the ability to create simple URL links with titles in WorkDrive. or perhaps a WorkDrive extension to allow it. Example use case: A team is working on a project and there is project folder in WordDrive. The team uses LucidChart to create
                                  • not able to convert pdf to jpg and other forms and vice versa.

                                    i want to change my pdf to jpg, word, etc and some times jpg to pdf. i don't know how to do in this.
                                  • Workdrive comment links stopped working.

                                    I have marked a PDF file with 95 comments, they have worked for a while. When i clicked on them they brought me to the correct page and showed me the outline that i had drew on the plans. The comments included the page number of the outline, but now it
                                  • Has anyone built a custom AI support agent inside Zoho (SalesIQ/Zobot)?

                                    Hi all, I’ve been experimenting with building my own AI support assistant and wanted to see if anyone here has tackled something similar within Zoho. Right now, I’ve set up a Retrieval-Augmented Generation (RAG) pipeline outside of Zoho using FAISS. It
                                  • Zoho CRM custom fields not showing in zoho creator

                                    Hi Team, I have created a Products form with Zoho CRM integration and connected it to Products module of CRM. But when I see the reports of Products in Zoho creator then I am not able to see custom fields of Products module. Only standard fields of Products
                                  • Enable / show scroll bar when Mega Menu is opened

                                    Hey there I am using the mega menu add-on and experience a "flicker" whenever the mega menu opens. The reason is, that the scrollbar, which has a width of a few pixels, stops showing when the mega menu opens. As the scrollbar disappears the whole page
                                  • Shared Mailboxes Disappeared

                                    Zoho Mail users in our company haven't been able to see their Shared Mailboxes for the past few hours. I've checked with App and Web Access, but they can't access them. When I send emails to their addresses, I get no error messages. They're still visible
                                  • Reports: Custom Search Function Fields

                                    Hi Zoho, Hope you'll add this into your roadmap. Issue: For the past 2yrs our global team been complaining and was brought to our attention recently that it's a time consuming process looking/scrolling down. Use-case: This form is a service report with
                                  • Introducing Zoho Creator's 2025 Release Projection 2

                                    Hello Creators! I'm Prakash, from the Creator product management team, and today I'm delighted to unveil our next set of features as part of Release Projection 2 for 2025. With thoughtful analysis and planning, we've curated powerful new capabilities
                                  • Zoho Inventory - Composite Items - Assembly - Single Line Item Quantity of One

                                    Hi Zoho Inventory Team, Please consider relaxing the system rules which prevent an assembly items from consisting of a single line item and outputting a quantity of 1. A client I'm currently working with sells cosmetics and offers testers of their products
                                  • How can I transfer data from Production to Development environment?

                                    Hi, I am using Creator V6 and would like to bring all the data in production to the Development and Testing environments? Is there an easy way of doing that or I have to export and import each table?
                                  • Add "Reset MFA" Option for Zoho Creator Client Portal Users

                                    Hello Zoho Creator Team, We hope you are doing well. We would like to request an important enhancement related to Multi-Factor Authentication (MFA) for client portal users in Zoho Creator. Currently, Creator allows us to enforce MFA for portal users,
                                  • New portal SAML authentication error: User not found

                                    Dears, Has anyone else been experiencing this lately? I am creating a new portal authenticated by SAML (Entra ID). I followed the same process as I did with other portals, but any new portal created after this always encounters this error. I’ve been reporting
                                  • Devis et facture multi page

                                    Bonjour, je suis sur Zoho invoice et je rencontre un problème sur mes devis et factures lorsqu'ils dépassent 1 page. je me retrouve souvent avec des lignes coupées ou le sous total page 1 et le total page 2. j'aimerai savoir s'il existe une possibilité
                                  • Global Search placement in the new UI

                                    Having a hard time with the global search placement in the UI redesign. Surely I can't be the only one. Previously global search placement was perfect. A bar at the top/center of the page. Exactly where you would expect it to be. Since the new UI has
                                  • Customising Zohidesk portal default widgets

                                    Hello, I'm wondering how could I customise the default widgets such as "popular topics", "popular articles" using CSS or to make the tiles at the bottom match the ones that I made in the picture attached. I have made some custom widgets and edited them
                                  • Rotate an Image in Workdrive Image Editor

                                    I don't know if I'm just missing something, but my team needs a way to rotate images in Workdrive and save them at that new orientation. For example one of our ground crew members will take photos of job sites vertically (9:16) on his phone and upload
                                  • Create custom rollup summary fields in Zoho CRM

                                    Hello everyone, In Zoho CRM, rollup summary fields have been essential tools for summarizing data across related records and enabling users to gain quick insights without having to jump across modules. Previously, only predefined summary functions were
                                  • Help with Filtering Records, HTML Pages, and Automatic File Uploads in Zoho Creator

                                    Hi Zoho Creator Community, I’m building a Zoho Creator application and need guidance on a few features I’ve been struggling with. I want to implement them safely and efficiently, and I’d appreciate any examples, tips, or best practices. I want users to
                                  • Creator Change History: Ways to improve

                                    Hi Everyone, Recently been working in developing this change history(an idea from Zoho Forms) - unlike forms that you can this with a click but using Creator, we can use "old" keyword. The concept I come up with is to put the result in a table however,
                                  • How to Send Email from within a custom module (with or without an email template)

                                    It is possible to send an email from the Deals module. However, I can't find a way to send an email from any of our custom modules. I have tried adding an email field to the modules (even though we don't really want one or need it there). That doesn't
                                  • Convert invoice from zoho to xml with all details

                                    How to convert an Invoice to XML format with all details
                                  • Format a "return" message

                                    Good day, Is there a way to format the message of the "return" function in CRM deluge script?
                                  • CRM x WorkDrive: File storage for new CRM signups is now powered by WorkDrive

                                    Availability Editions: All DCs: All Release plan: Released for new signups in all DCs. It will be enabled for existing users in a phased manner in the upcoming months. Help documentation: Documents in Zoho CRM Manage folders in Documents tab Manage files
                                  • Does Zoho Learn integrate with Zoho Connect,People,Workdrive,Project,Desk?

                                    Can we propose Zoho LEarn as a centralised Knowledge Portal tool that can get synched with the other Zoho products and serve as a central Knowledge repository?
                                  • Shopify Extension no longer working in CRM

                                    Zoho CRM and Extension are no longer working properly. We have used Shopify Basic for years. All of the sudden it stopped working, then started working again, and now no longer working again. There are several ways for Personal Information to sync from
                                  • Add Comprehensive Accessibility Features to Zoho Writer

                                    Hello Zoho Writer Team, We hope you are doing well. We would like to submit a feature request to enhance Zoho Writer with a full set of accessibility tools, similar to the accessibility options already available in the Zoho Desk agent interface. 🚧 Current
                                  • If there’s a batch at the end, the ‘mark as inactive’ function doesn’t work.

                                    when my batch has a date to batch end and I "mark as inactive" he batch does not obey the status and reactivates the batch.
                                  • Next Page