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:
- Create a custom module and three (mandatory) fields to store the following data: event name, event timestamp, and event initiator.
- 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.
- 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:
Access your files securely from anywhere
New to Zoho Recruit?
Zoho Developer Community
New to Zoho LandingPage?
Zoho LandingPage Resources
New to Zoho Survey?
New to Zoho CRM Plus?
Deliver unforgettable customer experiences
New to Zoho CRM Plus?
Deliver unforgettable customer experiences
New to Zoho Marketing Plus?
Everything you need to run your marketing
New to Zoho Marketing Plus?
Everything you need to run your marketing
New to Bigin?
Topic Participants
Pauplin Fiona Peries G
Rich Brandwein
Sunderjan Siddharth
Sticky Posts
Elevate your CX delivery using CommandCenter 2.0: Simplified builder; seamless orchestration
Most businesses want to create memorable customer experiences—but they often find it hard to keep them smooth, especially as they grow. To achieve a state of flow across their processes, teams often stitch together a series of automations using WorkflowZoho CRM: Sales Rep Professional Certification Program on Coursera
We are happy to share that we have published the Zoho Sales Representative Professional Certificate in partnership with Coursera, a leading platform for online learning and career development that offers access to courses and degrees from leading universitiesEnhancements to the formula field in Zoho CRM: Auto-refresh formulas with the "Now" function, stop formula executions based on criteria, and include formulas within formulas
Dear Customers, We hope you're well! By their nature, modern businesses rely every day on computations, whether it's to calculate the price of a product, assess ROI, evaluate the lifetime value of a customer, or even determine the age of a record. WithNimble enhancements to WhatsApp for Business integration in Zoho CRM: Enjoy context and clarity in business messaging
Dear Customers, We hope you're well! WhatsApp for business is a renowned business messaging platform that takes your business closer to your customers; it gives your business the power of personalized outreach. Using the WhatsApp for Business integrationNotes and Attachments visibility can now be restricted based on profiles
Dear All, We hope you're well! We are here with a quick update about Notes and Attachments profile permissions. In the past, a record's Notes and Attachments were visible by default to all users with record access. However, as notes and attachments can
New to Zoho TeamInbox?
Zoho TeamInbox Resources
Zoho CRM Plus Resources
Zoho Books Resources
Zoho Subscriptions Resources
Zoho Projects Resources
Zoho Sprints Resources
Qntrl Resources
Zoho Creator Resources
Zoho CRM Resources
Design. Discuss. Deliver.
Zoho Show Resources
Get Started. Write Away!
Writer is a powerful online word processor, designed for collaborative work.
Zoho CRM コンテンツ
-
オンラインヘルプ
-
Webセミナー
-
機能活用動画
-
よくある質問
-
Ebook
-
-
Zoho Campaigns
- Zoho サービスのWebセミナー
その他のサービス コンテンツ
Nederlandse Hulpbronnen
ご検討中の方
Recent Topics
"DKIM not configured"
Hello. I have been attempting get the DKIM verified but Toolkit keeps sending the message that it is not configured, but both Namecheap and Zoho show it as configured properly. What am I missing?Zoho mail with custom domain not receiving email
i registered zoho mail with my own domain. I can login and access the mail app. I tried to send email from an outlook email account and an icloud email account. Both emails were not received. My plan is free. I also tried to send email from this zohoSet connection link name from variable in invokeurl
Hi, guys. How to set in parameter "connection" a variable, instead of a string. connectionLinkName = manager.get('connectionLinkName').toString(); response = invokeurl [ url :"https://www.googleapis.com/calendar/v3/freeBusy" type :POST parameters:requestParams.toString()Waterfall Chart
Hello, I would like to create a waterfall chart on Zoho analytics which shows the movement in changes of budget throughout a few months, on a weekly basis. Should look something like the picture below. Does anyone know how to?Help Center and SEO: Any Benefit to My Domain-Mapped Website Ranking?
First of, I love the Help Center which I've just decided to integrate into my website to replace its old-fashioned FAQs. So much more to achieve there now! Lots of new benefits to the site visitors and to me in terms of organizing and delivering all theIssue with Importing Notes against Leads
Hi, I am attempting to import some Notes into Zoho CRM which need to be assigned to various Leads. I have created a csv file which I am testing that contains just one record. This csv file contains the following columns: Note Id Parent Id (I haveTrigger a Workflow Function if an Attachment (Related List) has been added
Hello, I have a Case Module with a related list which is Attachment. I want to trigger a workflow if I added an attachment. I've seen some topics about this in zoho community that was posted few months ago and based on the answers, there is no triggerOption to Hide Project Overview for Client Profiles
In Zoho Projects, the Project Overview section is currently visible to client profiles by default. While user profiles already have the option to restrict or hide access to the project overview, the same flexibility isn’t available for client profiles.Creator Add Records through API - Workflows not triggered ?
Hi Everyone, I am trying to add records to my Creator application through a third party app that I am developing. Currently, I am testing this through Postman. The records I need to add have a lot of workflows to run to populate dropdowns, fields, useZoho Books Idea - Include another field in Bank Details for Address
Hi Books team, Currently use the Description field in the Bank Details to store the bank's address. This works fine but it would be great if you could add another field for Bank Address, so that other notes about the bank account could be stored in theZoho Books Idea - Bank Details Button on Banking
Hi Books team, Sometimes I'm asked to share bank details with a customer or a colleague. So I go to the Banking Module, find the correct bank account, click Setting > Edit, then copy and paste the bank details. Wouldn't it be great if there was a buttonZoho Error: This Operation has been restricted. Please contact support-as@zohocorp.com for further details
Hello There, l tried to verify my domain (florindagoreti.com.br) and its shows this error: This Operation has been restricted. Please contact support-as@zohocorp.com for further details. Screenshot Given Below - please check what went wrong. ThanksImportant Update: Changes to Google Translate Support in Zoho SalesIQ
We’re updating our default chat translation options across all Zoho SalesIQ data centres to offer a more secure, in-house solution for your translation needs. What’s changing? We will be offering Zoho Translate (our in-house tool) as the default translationFSM Improvement Idea - Show an Import button when there is no data
I am setting up FSM for a client and I noticed that there is no option to import data, see screenshot below. Even when you click Create Contact there is only an option to Import from Zoho Invoice. It is only after you add at lease 1 record that the ImportZoho CRM Community Digest - July P1 | 2025
Hey everyone, The start of July 2025 marked a special milestone: 200 posts in our Kaizen series! For those new here, Kaizen is a go-to series for Zoho CRM developers, where we regularly share best practices, tips, and expert insights to help you buildcan't login Kiosk URGENT
already try, can't login pls help to support. thanks.Join our BI & Analytics Workshop at Zoholics UK 🇬🇧
Hello users, We are thrilled to announce a hands-on workshop at Zoholics UK, 2025, led by Ashwinth and Alan, our Product Experts. This session is designed for anyone who wants to move beyond raw data and truly understand their business performance usingWhat’s New in Zoho Expense (April – July 2025)
Hello users, We're happy to bring you the latest updates and enhancements we've made to Zoho Expense over the past three months, which include introducing the Trip Expense Summary report in Analytics, extending Chatbot support to more editions, rollingNimble enhancements to WhatsApp for Business integration in Zoho CRM: Enjoy context and clarity in business messaging
Dear Customers, We hope you're well! WhatsApp for business is a renowned business messaging platform that takes your business closer to your customers; it gives your business the power of personalized outreach. Using the WhatsApp for Business integrationWeekly Tips: Insert frequently used phrases in a jiffy using Hotkeys
You often find yourself using similar phrases in an email —like confirming appointments or providing standard information. Constantly switching between the mouse and keyboard interrupts your flow and slows you down.Instead of typing the same phrases overUndo Command in Notebook
It would be handy to have an Undo in the row of icons at the bottom of the notes.Improved UI for a Seamless User Experience - Calls, Tasks, and Meetings
Hello all, We are making UI unification across CRM so that the UI experience is seamless across the product. As part of that effort, we have made changes to the details page of activity-based module records—Meetings, Calls, and Tasks. Let's look at theseNew Customization options in the module builder: Quick Create and Detail view
Hello everyone, We have introduced two new components to the module builder: Quick create and Detail view. The Quick Create Component It is a mini form used to create a record and associate it to the parent record from a lookup field. For example, if you have a Deals lookup in the Contacts module, then you can associate existing deals or create a deal and associate it with the contact. You can customize this Quick Create form by adding standard as well as custom fields. There is no limit to the numberUnable to send message; Reason:554 5.1.8 Email Outgoing Blocked
Hi, I sent few emails and got this: Unable to send message; Reason:554 5.1.8 Email Outgoing Blocked And now I have few days since I cant send any email. Is there something wrong I did? Also can someone fix this pleaseCross References Do Not Update Correctly
I am using cross references to reference Figures and current am just using the label and number, i.e. Figure #. As seen here: When I need to update the field, I use the update field button. But it will change the cross reference to no longer only includingAdd multiple users to a task
When I´m assigning a task it is almost always related to more than one person. Practical situation: When a client request some improvement the related department opens the task with the situation and people related to it as the client itself, the salesmanNarrative 9: GC—Meaningful conversations that benefit your customers
Behind the scenes of a successful ticketing system - BTS Series Narrative 9: GC—Meaningful conversations that benefit your customers Customers often seek immediate solutions, which is why self-service options are essential. Guided Conversations providesFSM App Oddity
We recently rolled out FSM to our technicians, and only one technician is having an issue. He's using an iPhone with iOS 18.6 installed. When he goes to service appointments using the calendar icon at the bottom of the app, he gets a list view only. Typically,Cliq Not Working !
Zoho Cliq has been experiencing connectivity issues since this morning. The app is unable to establish a connection with the server.Injecting CSS into ZML pages
Is there a way to inject CSS into ZML pages? Use case: 1. Dashboard displays 'Recent Activities' card displaying a list of newly added records 2. Each item in list links to the record onClick 3. When a user points the cursor over an item in the list,Power of Automation :: Automated Weekly Notifications for Unapproved Timesheets
Hello Everyone, A custom function is a software code that can be used to automate a process and this allows you to automate a notification, call a webhook, or perform logic immediately after a workflow rule is triggered. This feature helps to automateExtracting Data from Sitelink APIs
Hi All, I'm working to pull data on Sitelink using API calls but i can't seem to extract it. If you click expand, you will see it has a lot of data in it. I tried extracting from the map but it's not giving me anything. Is there a workaround on this orExport a list of fields for all modules in a spreadsheet with specific field data
Many of my clients are using spreadsheets to create lists of fields for all modules when starting a new implementation or when updating an existing setup. This is a useful process but also a very time consuming one. It would be good a list of fields could[Important announcement] Zoho Writer will mandate DKIM configuration for automation users
Hi all, Effective Dec. 31, 2024, configuring DKIM for From addresses will be mandatory to send emails via Zoho Writer. DKIM configuration allows recipient email servers to identify your emails as valid and not spam. Emails sent from domains without DKIM【Zoho Backstage】2025年7月のアップデート紹介
本投稿は、本社のZoho Desk コミュニティに投稿された以下の記事を翻訳し、一部抜粋したものです。 What's New - July 2025 | Zoho Backstage 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。 本投稿では、Zoho Backstage の直近のアップデートを3点抜粋して、ご紹介します。 目次 1.参加可否の確認：RSVP 2.証明書作成ツール：Certificate Builder 3.登録の承認 ：Registration Approval 1.参加可否の確認：RSVPOption to select location?
As a business coach, I meet with clients at various public locations. I have two or three pre-determined locations that I meet at. I would like the client to choose the location when booking an appointment. Is there a way to do that with a single service, or is the best way to accomplish this by creating one service for each location offered?Can we have Backorder Management ?
Can we have Backorder Management ?Display a field of an Account on the Ticket view
Hi there, We would like to display of the Account of the user submitting a ticket on the ticket view. See for example: How can this be achieved? It doesn't really matter where it will be placed as long as it is shown there. Thanks, SnirTwo factor authentication for helpdesk users
The company i work for wants use the helpdesk site in Zoho desk, as a place for their distribution partners to ask question and look for information about our product. The things there is suppose to go up there is somewhat confidential between my companyRemove "Invalid entries found. Rectify and submit again" modal
Following up on a post from a few years back, but can the Zoho team consider either removing the 'Invalid entries found. Rectify and submit again' modal that displays for empty mandatory fields OR allow an admin to change it? I've built a custom errorNext Page