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

    • Best way to schedule bill payments to vendors

      I've integrated Forte so that I can convert POs to bills and make payments to my vendors all through Books. Is there a way to schedule the bill payments as some of my vendors are net 30, net 60 and even net 90 days. If I can't get this to work, I'll have

    • Cant update image field after uploading image to ZFS

      Hello i recently made an application in zoho creator for customer service where customers could upload their complaints every field has been mapped from creator into crm and works fine except for the image upload field i have tried every method to make

    • Billing Management: #4 Negate Risk Free with Advances

      In the last post, we explored how unbilled charges accumulate before being invoiced. But what happens when businesses need money before service begins? Picture this: A construction company takes on a $500,000 commercial building project expected to last

    • Is there an equivalent to the radius search in RECRUIT available in the CRM

      We have a need to find all Leads and/or Contacts within a given radius of a given location (most likely postcode) but also possibly an address. I was wondering whether anyone has found a way to achieve this in the CRM much as the radius search in RECRUIT

    • Zoho CRM Inventory Management

      What’s the difference between Zoho CRM’s inventory management features and Zoho Inventory? When is it better to use each one?

    • Cannot Enable Picklist Field Dependency in Products or Custom Modules – Real Estate Setup

      Hello Zoho Support, I am configuring Zoho CRM for real estate property management and need picklist field dependency: What I’ve tried: I started by customizing the Products module (Setup > Modules & Fields) to create “Property Type” (Housing, Land, Commercial)

    • Get Workflow Metadata via API

      Is there a way to get metadata on workflows and/or custom functions via API? I would like to automatically pull this information. I couldn't find it in the documentations, but I'm curious if there is an undocumented endpoint that could do this. Moderation

    • Zoho Projects - Q2 Updates | 2025

      Hello Users, With this year's second quarter behind us, Zoho Projects is marching towards expanding its usability with a user-centered, more collaborative, customizable, and automated attribute. But before we chart out plans for what’s next, it’s worth

    • FSM setup

      So we have been tinkering with FSM to see if it is going to be for us. Now is the time to bite the bullet and link it to our zoho books and zoho crm. The help guides are good but it would really help if they were a bit more in depth on the intergrations.

    • Upcoming Updates to the Employees Module in Zoho Payroll (US)

      We've made a couple of updates to the Employees module in Zoho Payroll (latest version of the US edition). These changes will go live today. While creating an employee Currently, the Compensation Details section is part of the Basic Details step, where

    • Possible to Turn Off Automatic Notifications for Approvals?

      Hello, This is another question regarding the approval process. First a bit of background: Each of our accounts is assigned a rank based on potential sales. In Zoho, the account rank field is a drop-down with the 5 rank levels and is located on the account

    • ZOHO Creator subform link

      Dear Community Support, I am looking for some guidance on how to add a clickable link within a Zoho Creator subform. The goal is for this link to redirect users to another Creator form where they can edit the data related to the specific row they clicked

    • Allow Resource to Accept or Reject an Appointment

      I have heard that this can be done, is there any documentation on how?

    • 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?

    • How To Insert Data into Zoho CRM Organization

      Hi Team I have this organization - https://crm.zoho.com/crm/org83259xxxx/tab/Leads I want to insert data into this Leads module, what is the correct endpoint for doing so ? Also I have using ZohoCRM.modules.ALL scope and generated necessary tokens.

    • Where can I get Equation Editor por Zoho Writer?

      I need to use Math Formulas in my document. Thank you.

    • Filtering repport for portal users

      Salut, I have a weird problem that I just cannot figure out : When I enter information as administrator on behalf of a "supplier" portal user (in his "inventory" in a shared inventory system), I can see it, "customer" portal users can see it, but the

    • Zoho Inventory. Preventing Negative Stock in Sales Orders – Best Practices?

      Dear Zoho Inventory Community, We’re a small business using Zoho Inventory with a team of sales managers. Unfortunately, some employees occasionally overlook stock levels during order processing, leading to negative inventory issues. Is there a way to

    • 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?

    • Dropshipping Address - Does Not Show on Invoice Correctly

      When a dropshipping address is used for a customer, the correct ship-to address does not seem to show on the Invoice. It shows correctly on the Sales Order, Shipment Order, and Package, just not the Invoice. This is a problem, because the company being

    • RFQ MODEL

      A Request for quotation model is used for Purchase Inquiries to multiple vendors. The Item is Created and then selected to send it to various vendors , once the Prices are received , a comparative chart is made for the user. this will help Zoho books

    • Product Updates in Zoho Workplace applications | August 2025

      Hello Workplace Community, Let’s take a look at the new features and enhancements that went live across all Workplace applications this August. Zoho Mail Delegate Email Alias Now you can let other users send emails on your behalf—not just from your primary

    • Want to use Zoho Books in Switzerland. CHF support planned?

      Hi, We're a Swiss company using other Zoho suite software and I discovered Zoho Books and other accounting SaaS when looking for an accounting tool. Do you intend to cover Switzerland and CHF based accounting anytime soon? Roy

    • Celebrating Connections with Zoho Desk

      September 27 is a special day marking two great occasions: World Tourism Day and Google’s birthday. What do these two events have in common (besides the date)? It's something that Zoho Desk celebrates, too: making connections. The connect through tourism

    • Adding Overlays to Live Stream

      Hello folks, The company I work for will host an online event through Zoho Webinar. I want to add an overlay (an image) at the bottom of the screen with all the sponsors' logos. Is it possible to add an image as an overlay during the live stream? If so,

    • Email Sending Failed - SMTP Error: data not accepted. - WHMCS Not sending emails due to this error

      I have been trying to figure out a fix for about a week now and I haven't found one on my own so I am going to ask for help on here.  After checking all the settings and even resetting my password for the email used for WHMCS it still says: Email Sending Failed - SMTP Error: data not accepted.  I have no clue how to fix it at this point. Any insight would be lovely. 

    • Zoho Flow - Update record in Trackvia

      Hello, I have a Flow that executes correctly but I only want it to execute once when a particular field on a record is updated in TrackVia. I have the trigger filters setup correctly and I want to add an "update record" action at the end of the flow to

    • Add Comprehensive Accessibility Features to Zoho Desk Help Center for End Users

      Hello Zoho Desk Team, We hope you're doing well. We’d like to submit a feature request to enhance the client-facing Help Center in Zoho Desk with comprehensive accessibility features, similar to those already available on the agent interface. 🎯 Current

    • Zoho CRM mobile: Support for rich text in multi-line fields, Image upload field, and more

      Hello everyone, We've made a few enhancements to the Zoho CRM mobile app to improve your experience. Here's what's new: Rich text support for multi-line fields (iOS) Image upload field support (iOS and Android) Tool tip markdown (iOS) Rich text support

    • 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

    • Estimates with options and sub-totals

      Hi It seems it would be great to be able to show multiple options in an estimate. For instance I have a core product to which I can add options, and maybe sub-options... It would be great to have subtotals and isolate the core from the not compulsory items. Thanks

    • Optional Items Estimate

      How do you handle optional items within an estimate? In our case we have only options to choose with. (Like your software pricing, ...standard, professional, enterprise) How can we disable the total price? Working with Qty = 0 is unprofessional....

    • Important Update : Zendesk Sell announced End of Life

      Hello Zendesk users, Zendesk has officially announced that Zendesk Sell will reach its End of Life (EOL) on August 31, 2027 (Learn more). In line with this deprecation, Zoho Analytics will retire its native Zendesk Sell connector effective October 1,

    • Zoho Sheets

      Hi, I am trying to transition into Zoho sheets, I have attached the issues encountered. Server issues, file trying to upload for more than 30 mins, even once uploaded my data aren't loaded. Simple calculations are not working I have attached the sample.

    • Zoho CRM + Zoho FSM : alignez vos équipes commerciales et techniques

      La vente est finalisée, mais le parcours client ne fait que commencer ! Dans les entreprises orientées service, conclure une vente représente seulement la première étape. Ce qui suit — installation, réparation ou maintenance régulière — influence grandement

    • Top Bar Shifting issue still not fixed yet

      I mentioned in a previous ticket that on Android, the top bar shifts up when you view collections or when you're in the settings. That issue still hasn't been fixed yet. I don't wanna have to reinstall the app as I've noticed for some reason, reinstalling

    • 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

    • Billing Management: #3 Billing Unbilled Charges Periodically

      We had a smooth sail into Prorated Billing, a practice that ensures fairness when customers join, upgrade, or downgrade a service at any point during the billing cycle. But what happens when a customer requests additional limits or features during the

    • No bank feeds from First National Bank South Africa since 12 September

      I do not know how Zoho Books expects its customers to run a business like this. I have contacted Zoho books numerous times about this and the say it is solved - on email NO ONE ANSWERS THE SOUTH AFRICAN HELP LINE Come on Zoho Books, you cannot expect

    • 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

    • Next Page