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

    • 🤝 Rencontres, partage et inspiration au Zoho Community Meetup de novembre

      Chers utilisateurs, Bonne nouvelle 🎉 : notre Meetup Zoho Community approche, et nous serions ravis de vous y voir ! 📍 Toulouse : le 25 novembre 📍 Lyon : le 27 novembre (🎯 Il ne reste que quelques places !) Que vous soyez débutant ou utilisateur avancé,

    • Need Help Mapping GST Registration Number Field Between Zoho Books & Zoho CRM + Slow Sync Issues

      am facing an issue with field mapping between Zoho Books and Zoho CRM. I want to map the GST Registration Number field from the Customer module in Zoho Books to a custom GST field inside the Accounts module in Zoho CRM. However, I am getting a warning

    • Notification received when self-assigning tickets

      When I assign tickets in Zoho Desk the relevant agent gets a notification email. When assigning myself a ticket in Zoho Desk, I get a notification email. Now, as I am the person who assigned the ticket to myself, getting a notification in this regard

    • Nouveauté dans Zoho Writer - Création de documents et de modèles assistée par l'IA

      Zia, l’assistant IA de Zoho Writer, soutient les utilisateurs dans l’amélioration de leur écriture et la création de contenus : correction orthographique et grammaticale en temps réel, suggestions adaptées au contexte, détection du plagiat, révisions

    • Session Expired

      I constantly get "Session Expired" and need to relogin or close and open the application again. This gets really frustrating during the day. Is this something that can be solved? This really makes me want to leave the app as it is no go to need to reopen

    • Disable Buttons for Users with Profiles without permission

      Hey, I've noticed that users without permission of setting up things in the marketplace, can still see the icon: On a click, you see this: It would be way better, if they couldn't see this menu icon at all. (Aside from the fact that it completely misplaced

    • Mapping a new Ticket in Zoho Desk to an Account or Deal in Zoho CRM manually

      Is there any way for me to map an existing ticket in Zoho desk to an account or Deal within Zoho CRM? Sometimes people use different email to put in a ticket than the one that we have in the CRM, but it's still the same person. We would like to be able

    • Zoho Analytics - Make text clickable in underlying data

      Hi Community, I have a simple sales report based on a Invoice query table. I have included a link on to each invoice on the table and sent the Invoice number URL to the link. This works find in the query table, but when I click underlying data on the

    • Credit Management: #5 Advanced Refund Policy

      You're subscribed to a well-known SaaS design tool. You've used it to manage your team's projects, create marketing visuals, brochures, and so on. But your needs change over time. Your company may switch to another tool or hire an in-house designer who

    • Exported Slide Image Lacks Portion of the Background Image

      This does not always happen, but when I export (or "download") the rendered image of a slide, it sometimes lacks a portion of the background image. I created a sample slide deck to demonstrate it and shared it with the admins. It is also publicly available

    • Effective Inbox Organization: Folders vs Tags in Zoho Mail?

      I'm exploring the best ways to organize a busy inbox, especially when managing multiple clients or project using Zoho Mail. I’d love to know what works best for others: 1. Do you prefer **folders** (possibly with sub-folders) for each client or project?

    • Piss poor service in Support in Domains and email

      Srijith Narayanan B contacted me today. Very pleasant fellow. Just didn't want to tell him how bad your support service is. You help the person, but you leave before we can finish the next stage. Which causes a lot of frustration. It's been 8 days now

    • Zoho Mail android app update: Block & reject future emails, Report phishing, Spam alerts, Suspicious URL detection

      Hello everyone! In the most recent Zoho Mail Android app update, we have brought in support for the following features: Block & reject future emails Report Phishing Spam alerts in the mail details screen. Suspicious URL detection. Block & reject future

    • Zohomail does not support additional fields in mailto links

      Hello, I set up Zohomail as default composer in Firefox according to manual here: https://www.zoho.com/mail/help/defaultcomposer.html#alink2 Later, I wanted to use this functionality to answer in a Linux mailing list thread using mailto link: mailto:xxxxx@kernel.org?In-Reply-To=%3C727o0521-q24p-s0qq-66n0-sn436rpqqr1p@example.com%3E&Cc=xxxxx%example.org&Subject=Re%3A%20%5BPATCH%20v2%28%29

    • Email address for forwarding is not saving and there's no confirmation ema

      Steps to reproduce: 1. Enter my forward email in the email forward section of the account 2. Click save 3. See a notification stating saved successfully 4. Refresh the page, no forward email is saved 5. No email confirmation received at the forwarding

    • This domain is not allowed to add in Zoho. Please contact support-as@zohocorp.com for further details

      This is the error i keep getting when trying to use my Zoho Domain Mail. This domain is not allowed to add in Zoho. Please contact support-as@zohocorp.com for further details Find attached. I hope this can be resolved very quickly so i can go on and make

    • Auto CC - Moving Departments

      We have Auto CC e-mail replies to your support mailbox enabled. We have two departments: Helpdesk (helpdesk@domain.com) Delivery (delivery@domain.com) If we create a Helpdesk ticket, and reply, replies are CC'd to helpdesk@domain.com (OK) We then move

    • Unable to see free plan option

      Hello Zoho Support Team, I hope you are doing well. I am trying to sign up for Zoho Mail, but I am unable to see the option for the free plan. Could you please guide me on how I can access or activate the free plan? Thank you for your assistance.

    • Sorten the domain of zoho mail ids

      I recently created zoho mail id and am quite excited with the features. But one issue ig nobody wanna type this big zohoaccounts.com I mean silly bold Suggestion zmail.com (sound gmail) (attraction) or some genz words looks cool

    • Weekly Tips : Customize your Zoho Mail Notifications

      In a professional context, email communication remains one of the most crucial channels for staying connected and managing workflows. Keeping track of your emails, task updates, or important announcements can be overwhelming—especially if you are juggling

    • The attendees will now be redirected to the landing webpage when they exit the webinar, set by the organizer.

      Hello All, In the latest version of the Zoho Meeting iOS mobile app (v1.3.16), we have brought in the below enhancements:   Post Webinar Re-direction Revamped exit UI for Webinar Post Webinar Re-direction:  The attendees will now be redirected to the

    • 550-5.1.1 The email account that you tried to reach does not exist

      Hi, I made sure my domain, SPF, MX records, and DKIM are all verified. I've entered the information correctly in cPanel and Email Routing is set to Remote Mail Exchanger. I am able to send, but unable to receive emails. When I sent a test reply to it, I get the following error: The response was: 550-5.1.1 The email account that you tried to reach does not exist. Please try 550-5.1.1 double-checking the recipient's email address for typos or 550-5.1.1 unnecessary spaces. Learn more at 550 5.1.1 https://support.google.com/mail/?p=NoSuchUser

    • Download API file contents from browser

      Hi Team - is there something being planned to be able to trigger file downloads from the browser via a deluge script? i.e. retrieve a file via API, trigger the file download directly from the browser. Or... using the convertToPdf function (https://www.zoho.com/deluge/help/functions/file/convert-to-pdf.html)

    • When using "locations" in zoho books, can you keep the two locations totally separate from each other?

      I am looking to add a location but I don't want to intermingle the banking or other accounts. I want that to be like two separate independent branches that use different banking accounts, accounts payable, and accounts receivable. The people who are in

    • Adding a Channel to SalesIQ

      I have a client that currently uses Zoho CRM and Zoho Desk. They would like a live chat to place on their website that has a mobile app and chat bots (something like SalesIQ). However, they would also like to have all this work over SMS as well. Does the SalesIQ API allow this? Can I add visitors without them being a visitor on a website? Thanks! Bryan Redeagle

    • Zoho Flow Needs to Embrace AI Agent Protocols to Stay Competitive

      Zoho Flow has long been a reliable platform for automating workflows and integrating various applications. However, in the rapidly evolving landscape of AI-driven automation, it risks falling behind competitors like n8n, which are pioneering advancements

    • Important Features Missing

      Hey all I love linkthread, but i am missing some important features. I want to be able to include my Google Tag Manager. I have all the important stuff in my GTM Container: Facebook Pixel, LinkIn Pixel, Zoho Pagesense and so on. So i am able to do retargeting

    • Zoho SignForms: Prefill parameters with spaces render as “+” in the document (even when using %20)

      Hello Zoho Sign team, we are using SignForms with prefill parameters passed via URL. Spaces in parameter values are being rendered as “+” in the finalized document—even when we URL-encode spaces as %20. This is critical for us because we prefill addresses

    • Currency selector (based on variable) usage in comparsion

      Hi, I've developed a currency selector based on the following topic, and it's working well in pivot tables and charts: https://help.zoho.com/portal/en/community/topic/how-can-i-allow-my-users-to-choose-a-currency-for-the-dashboard I also have a comparison

    • Customize Column in Projects - Default View for Template?

      Is there a way to have the columns you'd like to see added to a template? I want my customized columns to show up every single time I create a project from that template. It appears I can customize them in the template but when I create the project they do not transfer over.  Template: See below how the columns in order are : Task, Owner, Status, Assigned, Website URL, Blog H1..etc. When I create a project from that same template it comes out as: Task, Owner, Status, Tags, Start Date, End Date, etc

    • Ask the Experts 24: Analytics, data administration, and mobile experience with Zoho Desk

      Hello Everyone! Welcome back to the Ask the Experts(ATE) series! We were so focused on our Autumn 2025 release that we didn't host an ATE session last month. In this month's ATE, we'd like to expand our areas for discussion: we'd like to listen to your

    • Multi-Page Forms in Zoho Creator!

      Let’s make long applications easier to handle by dividing them into pages, adding a progress bar, and guiding users step by step through complex data entry. This would be a total game-changer for the user experience and could significantly boost completion

    • Email login error

      Login successfully but email page error

    • 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

    • Remote Server is misconfigured

      Dear Team, I am unable to use email id as remote server is misconfigured. It would be really great if you could help on this and get this resolved. Thanks & Regard Rohit Gupta

    • why cant i access my email account. it keeps asking me for reverifiying my account by entering my password.

      I cant access my account. it keeps asking me for reverifcaton by entering my password. once its entered it asks for it over and over.

    • Free webinar alert on October 16 - Less Complexity, More Security: Workplace + Directory

      Hello Zoho Workplace Community! Security and productivity shouldn't be at odds—and with Zoho, they're not. Discover how Zoho Workplace + Directory delivers seamless collaboration with enterprise-grade security, all in one integrated ecosystem. Join our

    • Workdrive and ChatGPT Team Synced Connectors

      Hi, we want to be able to integrate Zoho Workdrive with OpenAI’s ChatGPT Team plan. Google Drive and OneDrive both offer this, zoho please catch up asap. We dont want to have to put our company files in google drive, we want to allow chatgpt Team edition

    • Alias Name (on items) use case in Zoho inventory

      Hey, Hope everyone is well. Wondering if anyone can shed some light on the use case of Alias Names on Products in Zoho Inventory? Cheers, Chris

    • Updating an Invoice Line Item's Discount Account via API Call / Deluge Custom Function

      I need help updating an invoice line item's discount account via API. Below is a screenshot of the line item field I am referring to. Now the field to the left of the highlighted field (discount account) is the sales income account. I am able to modify

    • Next Page