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

    • hard-bounced email list

      Hi, Below pops up when I try to send an Email to some of my customer. Please guide me how to take it out from hard-bounced list? I am not sure how they were marked in hard-bounced list

    • Register the 'Contact Role' addition and change as a Potential edition so it can trigger Workflows

      We are trying to use "Contact Roles" in Potentials. Contact Roles are special and different than the other Related lists, so, it may have a special behavior. Something to keep in mind is that you will never have 100 Contact Roles as you can have 100 Tasks, Calls, or any other Related list. In our case we will have 2 in average and up to 4 or 5 maximum. The problem is that we need to bring information from 3 key Contact Roles to the Potential and adding a Contact to the Contacts Roles area never trigger

    • Can I change the format of the buttons in the email templates?

      Hi all! We have been working hard trying to brand our email templates, and have some way to go yet. One of the things we can't seem to edit is the green ${Cases.CUSTOMER_PORTAL_BUTTON} button and the font of the View Ticket text. Is there any way of doing

    • Best practice to structure reporting to include events covering multiple months / quarters.

      Hi, I'm new to Zoho, have some experience of more "enterprise" tools, looking for some input from the community. I'm looking to create a report that includes events that cover a long period, each event has a start / end date and I'm struggling undertanding

    • Marketing Tip #11: Turn features into benefits that sell

      We all love talking about our products, but here’s a secret: customers don’t just buy features, they buy benefits. Instead of just saying "Made from 100% organic cotton," try "Soft, breathable comfort that lasts all day." Benefits tell shoppers how your

    • Synchronise item image between Zoho Commerce and Zoho Books/Inventory/CRM

      Here is a blindingly simple idea to tie several Zoho products together. Zoho - please include a method to synchronise the item image (or images) from one Zoho application to another. For example, if you upload an item image in Zoho Inventory, a user should

    • How do I migrate from zoho mail to Office 365?

      The manual migration of Zoho Mail to Microsoft 365 typically requires using IMAP to move emails and configuring Microsoft Outlook to sync Zoho Mail. This approach can be error-prone, especially if there are multiple accounts or large email archives. Moreover,

    • New Update: Convert External Users in Bulk in Zoho Directory

      Greetings to all Zoho Directory users out there! We’re excited to introduce a new update that makes user management in Zoho Directory even more efficient; you can now convert external users in bulk! Earlier, admins could convert only one external user

    • New Update: Convert External Users in Bulk in Zoho One

      Greetings to all Zoho One users out there! We’re excited to introduce a new update that makes user management in Zoho One even more efficient; you can now convert external users in bulk! Earlier, admins could convert only one external user at a time.

    • How to edit form layout for extension

      I am working on extension development. I have created all the fields. I want to rearrange the layout in Sigma platform. But there is no layout module in Sigma. How can I achieve this for extensions other than Zet CLI and putting the fields into widget

    • Website not properly connecting with Zoho Creator app portal (embed & data sync issue)

      Hello Zoho Community, I’m currently facing an issue while trying to connect my external website with a Zoho Creator app portal. I have a tool-based website ( https://mygardencalculator.com/ ) where users interact with calculators and dynamic content.

    • 日本語フォントの選択肢拡充についての要望

      日本語フォントの選択肢がとても少ないと感じたことはありませんか？ 多くのアプリ（たとえば Invoice）ではフォントが1種類しかなく、正直あまり使いやすい・見た目が良いとも言えません。 そろそろ、もっと多くの日本語フォントを追加してほしい、そしてすべてのアプリで同じフォント選択肢を使えるようにしてほしいと、私たちユーザーが声を上げる時期だと思います。 ご存じのとおり、現状ではアプリごとにフォント周りの仕様にほとんど一貫性がありません。 みなさん、一緒に要望を出していきましょう！

    • Does anyone know how to setup Zoho Desk or Zoho CRM as a custom outgoing/incoming Call Centre?

      I need to setup a call center so I can setup agents to make phone calls across Canada to market our services.  I am trying to figure out the most reliable and cost efficient way to do this? I am currently paying for two phone services and neither seem

    • Display actual mileage on an invoice

      My users are creating expenses in Zoho expense. For example, they expense 10 miles and get paid 7 dollars (10 miles * IRS rate of .70). If I look at the expenses in Zoho Books, it does show them at 10 miles at .70 cent When I add these expense to an invoice

    • Prevent Unapproved Quotes from Exporting to Zoho CRM Finance Module

      Is it possible to prevent unapproved quotes in Zoho Books from being exported from Zoho Finance module inside Zoho CRM?

    • Default font size for printing is too big

      A recent issue in printing e mails is that the default font size is huge. This happens in both Edge and Firefox. In order to get what I would call a "normal" printout of an e mail it is necessary to go into the printer preferences / options and set the scale to 75%, otherwise a short e mail with signature and logos etc printed at 100% can take 3 or 4 pages. The annoying thing is that it is necessary to do this each time a printout is to be made as a change in scale only applies to that particular

    • Request for Auto PO - Min–Max based Automated Purchase Feature

      Dear Zoho POS Team, I’m writing to request a feature enhancement that would significantly streamline inventory management for businesses using Zoho POS — particularly supermarkets, FMCG retail, and multi-store operations like ours. Feature Requested:

    • Export Invoices to XML file

      Namaste! ZOHO suite of Apps is awesome and we as Partner, would like to use and implement the app´s from the Financial suite like ZOHO Invoice, but, in Portugal, we can only use certified Invoice Software and for this reason, we need to develop/customize on top of ZOHO Invoice to create an XML file with specific information and after this, go to the government and certified the software. As soon as we have for example, ZOHO CRM integrated with ZOHO Invoice up and running, our business opportunities

    • issue with deluge script

      i used chat gpt to build this script and I am getting 2 errors which I cannot figure out how to fix: void monthly_sales_order_generation() { try { // ---------------- CONFIG ------------------- analytics_url_1 = "https://analytics.zoho.com/api/<workspaceID>/report/<reportID1>/data";

    • Introducing LinkedIn Apply Connect for Zoho Recruit

      Attract up to 3x more qualified candidates and hire more efficiently with LinkedIn Apply Connect. Let candidates fill-in job applications without any redirections, gain deeper insights with applicant highlights within Zoho Recruit, and keep candidates

    • Recruit paid support?

      Hi all, Could anyone who has paid support package advise if it provides value for money with regards to support response times? Exploring the idea as unfortunately when we have faced issues with Recruit it has been a 7+ day timescale from reporting to

    • Ticket Status email

      Good day, This was discussed in the past, but it would be helpful if we could have the system assign a custom response to a status. We have various statuses for tickets, e.g. "closed due to no response", or "Pending Status", it would be helpful for the

    • Future Orders - Due Date

      Hi In my role, I can receive tickets where the work required is requested months in advance. Using a Future Orders option, which I believe was setup under the On Hold status type, hides the Due Date, in all views/ticket etc. Whilst I understand the reasoning

    • Introducing Withdrawal Reasons for Offers

      We’re excited to introduce a new enhancement to the Offer module that brings more clarity and accountability to every withdrawn offer. The Withdrawal Reason update ensures that each withdrawal — manual or automatic — is backed by a clear explanation,

    • Zoho Creator customer portal users

      Hi, I'm in a Zoho One subscription with our company. I'm running a project now that involves creating a Zoho Creater application and using the Zoho Creator Customer Portal.  At most we need 25 customer portal users. In our Zoho One plan we only get 3

    • GPS tracking only or Check out facility

      Dear Team, Zoho CRM is quite robust CRM but till date i was waiting for the feature of having GPS tracking of Sales employees which is a common demand by all customers for thier field sales executives. We cover them by saying that CRM provides Checkin

    • Appraisals on Employee Information Profile

      Is it possible to show completed appraisals on each employee's "Employee Information" page? I would presume at the bottom - similar to the "Related Lists" concept in Zoho CRM. Obviously view access would be limited to employee and appropriate other roles

    • Kaizen #220: Actions API - Webhooks APIs - Part 2

      Hello all!! Welcome back to the follow-up Kaizen post of Kaizen #219: Actions API - Webhooks APIs - Part 1. In the previous week, we covered how to configure a basic Webhook and how to include Headers, Body, and URL Parameters using both the POST Webhook

    • Standard Payment Term is not pulled from account to quotation

      Hey Team There seems to be something off. I do have "Net 30" as my default payment term in Zoho Books for my customers. If, from the customer overview or quote section, I create a new Quotation, the payment terms field stays blank and doesn't get the

    • Manage your invoices from Bigin's mobile app (iOS)

      Hello everyone! We're happy to announce that users can now integrate Zoho Books with the latest version of Bigin's iOS app. Zoho Books can be integrated with Bigin only via the web application. Users can view the Zoho Books tab in the detail pages of

    • Systematic SPF alignment issues with Zoho subdomains

      Analysis Period: August 19 - September 1, 2025 PROBLEM SUMMARY Multiple Zoho services are causing systematic SPF authentication failures in DMARC reports from major email providers (Google, Microsoft, Zoho). While emails are successfully delivered due

    • Accessibility controls and multilingual captcha authorization for Help Center users ​

      Hello everyone, As part of our ongoing effort to improve user experience, we are excited about the accessibility controls and predefined accessibility personas added in the Help Center, similar to what is already available in Zoho Desk. Help Center users

    • Zoho Sign + Zoho CRM : la solution pour simplifier vos accords de vente

      La conclusion d’un contrat de vente nécessite de nombreuses étapes : préparation de documents, validations successives et collecte des signatures. Les équipes commerciales passent souvent par plusieurs cycles de collaboration et de révision, tout en assurant

    • Item/service subtotal

      Just discovered & really pleased that we can drag to re-order the line items in Sales orders & Invoices, a very nice feature which doesn't seem to be documented? It would be nice to be able to insert a subtotal as a line item to complete this great feature

    • Send email template "permission denied to access the api"

      Hello, Per the title, I'm trying to send a Zoho CRM Email template based on the advice given here: https://help.zoho.com/portal/en/community/topic/specify-an-email-template-when-sending-emails-in-custom-functions (I'd prefer to send right from Deluge

    • how to Solve Conflict Invoices in Zoho POS

      Hello Team, I am facing a repeated issue in Zoho POS while saving a sale that contains service-based items. My products are intentionally created as Service (Non-Inventory) items because I do not want to track stock for them. However, every time I try

    • Copy, Paste, Highlighted text

      when i copy paste text it gets highlighted. Fix this.  WTF is with this black highlight ? Fix copy pasting. Some people pay for using this mail service. 

    • Pricing Strategies: #6 Common Mistakes while Configuring Pricing

      "Why does this month's billing feel messy again?" That was the exact line Priya muttered while staring at the spreadsheet full of edited pricing, one-off discounts and mismatched subscription details. Her business was growing, but the pricing machine

    • Publish to LinkedIn via API

      Hi, Is it possible to publish a job opening to LinkedIn (paid job slots) if creating a job opening via api / deluge function? Or is the user required to manually publish via the job boards process? Many Thanks Adrian

    • FSM - Associating and selecting Contacts based on Service Addresses

      Hi FSM team, I've come across an FSM limitation I wanted to share for improvement. I'm currently configuring FSM for a client who provides heating system install and maintenance services. The are often sub contracted by building management companies to

    • Next Page