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

    • when I email a invoice how can i see it was sent and also were i can go to see all emails sent

      when I email a invoice how can i see it was sent and also were i can go to see all emails sent?

    • How can I see content of system generated mails from zBooks?

      System generated mails for offers or invices appear in the mail tab of the designated customer. How can I view the content? It also doesn't appear in zMail sent folder.

    • CRM Blueprint Notification by Cliq

      Dear Zoho team, In Workflow, there is nofication by cliq, but in blueprint, there is no option as cliq notification. I think it is very convenient to get notified by Cliq , as there are multi modules in apps, but we will always check Cliqs

    • Sync Contacts in iOS

      What does the "Sync Contacts" feature in the iOS Zoho Mail app do?

    • Live webinar: Craft the ideal sales pitch deck with Show

      Every great sale starts with a great story. And your pitch deck? That’s where the story takes shape. But too often, these presentations end up looking generic, overloaded with text, or lacking structure. The good news is, it's easier to fix than you think!

    • Project Statuses

      Hi All, We have projects that sometimes may not make it through to completion. As such, they were being marked as "Cancelled". I noticed that these projects still show as "Active" though which seems counter intuitive. In fact, the only way I can get them

    • 👋 Welcome to the Zoho MCP Community

      Hello all, glad to have you here! This is your space for everything AI agents, MCP tools, and intelligent business apps. This community is for you — developers, partners, creators, and businesses exploring how agents can transform work. Whether you’re

    • DNS Manager

      Where Can I find my DNS manager so I can link this to click funnels or AWEBER

    • How do I sync multiple Google calendars?

      I'm brand new to Zoho and I figured out how to sync my business Google calendar but I would also like to sync my personal Google calendar. How can I do this so that, at the very least, when I have personal engagements like doctor's appointments, I can

    • Need to extract date from datetime field

      I have a datetime field and need only the date part from it. I am unable to find a built-in function that would be <DateTime>.Date(). I don't think I want to go the string conversion route of converting the datetime to string and then parsing out values and create a date out of it. Any one out there has a better solution to this? Thanks in adavnce. Regards Moiz Tankiwala Smart Training & IT Solutions

    • New in Cadences: WhatsApp follow-ups, upgraded limits, and options for add-ons

      Hello everyone, We're rolling out two key updates to help you engage better and scale smarter with Cadences in Zoho CRM. Reach customers on WhatsApp, directly from Cadences Previously, Cadences have enabled you to automate follow-ups through emails, calls,

    • additional accounts

      If I brought 5 emails to my account. Can I later buy additional emails.

    • Why I am unable to configure Zoho Voice with my Zoho CRM account?

      I have installed Zoho Voice in my Zoho CRM, but as per the message there is some config needed in Zoho Voice interface. But when I click on the link given in the above message, I get an access denied page.

    • Cliq Meeting Calls No Audio and Screen Share

      When in a Cliq channel meeting, the audio does not work at all on pc. When i use my phone as audio source, screen share on pc does not work. I have updated audio drivers but the strangest thing is that during a 1 on 1 call, it works well. Therefore the

    • Work anniversary and birthdays on connect

      Hello, I like the idea of having employee's work anniversary and birthdays on the dashbaord. Do you have to have the employee complete this information themselves in connect settings, or does it pull from their directory settings? (ie. we use Zoho one

    • Alias Email Id already exists

      Hi I'm trying to create an alias : contact @ yoavarielevy.co.il but i get the message  Alias Email Id already exists I had an account with the same name but I deleted it. Can you help? Thanx Yoav

    • Feature Request: Ability to Set a Custom List View as Default for All Users

      Dear Zoho CRM Support Team, We would like to request a new feature in Zoho CRM regarding List Views. Currently, each user has to manually select or favorite a custom list view in order to make it their default. However, as administrators, we would like

    • Adding Multiple Products (Package) to a Quote

      I've searched the forums and found several people asking this question, but never found an answer. Is ti possible to add multiple products to a quote at once, like a package deal? This seems like a very basic function of a CRM that does quotes but I can't

    • webinar registration confirmation are landing in SPMA folders

      I am trialing zoho webinar and do not have access to custom domains. When I test user registrations, they are working but the resulting confirmation email is landing in a spam folder. How can I avoid this?

    • Multiple organizations under Zoho One

      Hello. I have a long and complicated question. I have a Zoho One account and want to set it up to serve the needs of 6 organizations under the same company. Some of the Zoho One users need to be able to work in more than 1 organization’s CRM and other

    • Unbundle feature for composite items

      We receive composite items from our vendors and sell them either individually or create other composite items out of them. So, there is a lot of bundling and unbundling involved with our composite items. Previously, this feature was supported in form

    • Regarding the integration of Apollo.io with Zoho crm.

      I have been seeing for the last 3 months that your Apollo.io beta version is available in Zoho Flow, and this application has not gone live yet. We requested this 2 months ago, but you guys said that 'we are working on it,' and when we search on Google

    • workflow not working in subform

      I have the following code in a subform which works perfectly when i use the form alone but when i use the form as a subform within another main form it does not work. I have read something about using row but i just cant seem to figure out what to change

    • Fetch data from another table into a form field

      I have spent the day trying to work this out so i thought i would use the forum for the first time. I have two forms in the same application and when a user selects a customer name from a drop down field and would like the customer number field in the

    • Record comment filter

      Hi - I have a calendar app that we use to track tasks. I have the calendar view set up so that the logged in user only sees the record if they are assigned to the task. BUT there are instances when someone is @ mentioned in the record when they are not

    • How to View Part Inventory and Warehouse Location When Creating a Work Order in Zoho FSM

      Hi everyone, We’re currently setting up Zoho FSM and would like to improve how our team selects parts when creating a Work Order. Right now, when we add a part or item to a Work Order, we can select it from our Zoho Inventory list but we don’t see any

    • FSM too slow today !!

      Anybody else with problem today to loading FSM (WO, AP etc.)?

    • Not able to Sign In in Zoho OneAuth in Windows 10

      I recently reset my Windows 10 system, after the reset when I downloaded the OAuth app and tried to Sign In It threw an error at me. Error: Token Fetch Error. Message: Object Reference not set to an instance of an object I have attached the screenshot

    • Mapping a custom preferred date field in the estimate with the native field in the workorder

      Hi Zoho, I created a field in the estimate : "Preferred Date 1", to give the ability to my support agent to add a preferred date while viewing the client's estimate. However, in the conversion mapping (Estimate to Workorder), I'm unable to map my custom

    • Is there a way to request a password?

      We add customers info into the vaults and I wanted to see if we could do some sort of "file request" like how dropbox offers with files. It would be awesome if a customer could go to a link and input a "title, username, password, url" all securely and it then shows up in our team vault or something. Not sure if that is safe, but it's the best I can think of to be semi scalable and obviously better than sending emails. I am open to another idea, just thought this would be a great feature.  Thanks,

    • Single Task Report

      I'd like a report or a way to print to PDF the task detail page. I'd like at least the Task Information section but I'd also like to see the Activity Stream, Status Timeline and Comments. I'd like to export the record and save it as a PDF. I'd like the

    • Auto-response for closed tickets

      Hi, We sometimes have users that (presumably) search their email inbox for the last correspondence with us and just hit reply - even if it's a 6 month old ticket... - this then re-opens the 6 month old ticket because of the ticket number in the email's subject. Yes, it's easy to 'Split as new Ticket', but I'd like something automated to respond to the user saying "this ticket has already been resolved and closed, please submit a new ticket". What's the best way to achieve this? Thanks, Ed

    • How to Push Zoho Desk time logged to Zoho Projects?

      I am on the last leg of my journey of finally automating time tracking, payments, and invoicing for my minutes based contact center company - I just have one final step to solve - I need time logged in zoho desk to add time a project which is associated

    • Cannot access KB within Help Center

      Im working with my boss to customize our knowledge base, but for some reason I can see the KB tab, and see the KB categories, but I cannot access the articles within the KB. We have been troubleshooting for weeks, and we have all permissions set up, customers

    • Export to excel stored amounts as text instead of numbers or accounting

      Good Afternoon, We have a quarterly billing report that we generate from our Requests. It exports to excel. However if we need to add a formula (something as simple as a sum of the column), it doesn't read the dollar amounts because the export stores

    • why my account is private?

      when i post on zohodesk see only agent only

    • Getting ZOHO Invoice certified in Portugal?

      Hello, We are ZOHO partners in Portugal and here, all the invoice software has to be certified by the government and ZOHO Invoice still isn´t certified. Any plans? Btw, we can help on this process, since we have a client that knows how to get the software certified. Thank you.

    • 500 Internal Server Error

      I have been trying to create my first app in Creator, but have been getting the 500: Internal Server Error. When I used the Create New Application link, it gave me the error after naming the application. After logging out, and back in, the application that I created was in the list, but when I try to open it to start creating my app, it gives me the 500: Internal Server Error. Please help! Also, I tried making my named app public, but I even get the error when trying to do that.

    • Client Script | Update - Client Script Support For Portals

      Dear All! We are excited to announce the highly anticipated feature: Client Script support for Portals. We understand that many of you have been eagerly awaiting this enhancement, and we are pleased to inform you that this support is now live for all

    • Professional Plan not activated after payment

      I purchased the Professional Plan for 11 users (Subscription ID: RPEU2000980748325) on 12 September 2025, and the payment has been successfully processed. However, even after more than 24 hours, my CRM account still shows “Upgrade” and behaves like a

    • Next Page