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:

    Access your files securely from anywhere






                      Zoho Campaigns Resources


                            Zoho Developer Community



                                Bootcamp
                                Community
                                Pricing
                                Webinars
                                What's New
                                Integrations
                                Contact Support
                                Contact Sales

                                  Zoho Survey Resources
                                    Features
                                    Survey Templates
                                    Integrations
                                    Community
                                    iOS Mobile Surveys
                                    Pricing
                                    Android Mobile Surveys
                                    Insurvey Blogs
                                    Insight Blogs
                                    Tips & Tricks





                                                Latest Feature Updates
                                                  What's New in Zoho Desk

                                                  Use cases

                                                  Make the most of Zoho Desk with the use cases.

                                                   
                                                    

                                                  eBooks

                                                  Download free eBooks and access a range of topics to get deeper insight on successfully using Zoho Desk.

                                                   
                                                    

                                                  Videos

                                                  Watch comprehensive videos on features and other important topics that will help you master Zoho Desk.

                                                   
                                                    

                                                  Webinar

                                                  Sign up for our webinars and learn the Zoho Desk basics, from customization to automation and more

                                                   
                                                    
                                                  What's New in Zoho Desk

                                                  • Desk Community Learning Series


                                                  • Meetups


                                                  • Ask the Experts


                                                  • Kbase


                                                  • Resources


                                                  • Glossary


                                                  • Desk Marketplace


                                                  • MVP Corner





                                                      Zoho SalesIQ Resources


                                                            Manage your brands on social media
                                                            Access Zoho Social

                                                              Zoho Pagesense Resources


                                                                  Zoho TeamInbox Resources

                                                                    Zoho DataPrep 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

                                                                                      • CRM Community Learning Series

                                                                                        CRM Community Learning Series


                                                                                      • Kaizen

                                                                                        Kaizen

                                                                                      • Functions

                                                                                        Functions

                                                                                      • Meetups

                                                                                        Meetups

                                                                                      • Kbase

                                                                                        Kbase

                                                                                      • Resources

                                                                                        Resources

                                                                                      • Digest

                                                                                        Digest

                                                                                      • CRM Marketplace

                                                                                        CRM Marketplace

                                                                                      • MVP Corner

                                                                                        MVP Corner







                                                                                          Design. Discuss. Deliver.

                                                                                          Create visually engaging stories with Zoho Show.

                                                                                          Get Started Now


                                                                                            Zoho Show Resources


                                                                                              Zoho Writer Writer

                                                                                              Get Started. Write Away!

                                                                                              Writer is a powerful online word processor, designed for collaborative work.

                                                                                                Zoho CRM コンテンツ








                                                                                                  Nederlandse Hulpbronnen


                                                                                                      ご検討中の方




                                                                                                            • Recent Topics

                                                                                                            • how to differentiate if whatsapp comes from certain landing page?

                                                                                                              I create a Zobot in SalesIQ to create a Whatsapp bot to capture the lead. I have 2 landing pages, one is SEO optimized and the other want is optimized for leads comes from Google Ads. I want to know from which landing page this lead came through WhatsApp

                                                                                                            • Collaps Notes

                                                                                                              There are times when long/large notes are added to a record i.e. Accounts or Deals etc. Currently, the full note is displayed in the notes related list section. It would be great if by default only 5 to 10 rows of the note are displayed when the note

                                                                                                            • Zoho Down

                                                                                                              I have a drop in my Zoho One services.

                                                                                                            • Runing RPA Agents on Headless Windows 11 Machines

                                                                                                              Has anyone tried this? Anything to be aware of regarding screen resolution?

                                                                                                            • Problem for EU users connecting Zoho CRM through Google Ads for Enhanced conversions

                                                                                                              Has anyone else experienced this problem when trying to connect Zoho CRM through Google Ads interface to setup enhanced conversions? Did you guys get it fixed somehow? The Problem: The current Google Ads integration is hardcoded to use Zoho's US authentication

                                                                                                            • Rich Text For Notes in Zoho CRM

                                                                                                              Hello everyone, As you know, notes are essential for recording information and ensuring smooth communication across your records. With our latest update, you can now use Rich Text formatting to organize and structure your notes more efficiently. By using

                                                                                                            • Whatsapp Limitation Questions

                                                                                                              Good day, I would like to find out about the functionality or possibility of all the below points within the Zoho/WhatsApp integration. Will WhatsApp buttons ever be possible in the future? Will WhatsApp Re-directs to different users be possible based

                                                                                                            • Issue with Inline Images in Email Reply via Zoho Desk API

                                                                                                              Hi, I am attempting to send inline images in an email reply using the Zoho Desk API, but the images are not being displayed inline for the recipient. I have followed this documentation: https://desk.zoho.com/DeskAPIDocument#Uploads https://desk.zoho.com/DeskAPIDocument#Threads#Threads_SendEmailReply

                                                                                                            • How to overcome limitations in meetings

                                                                                                              As a company, one of our deliverables is a meeting between two other companies, where we act as facilitators. So, if we recorded this meeting  in Zoho CRM, it should be connected to 2 accounts, 2 contacts, and 1 campaign (a campaign, in our use, is the

                                                                                                            • India Tech Support

                                                                                                              Is there no phone tech support number for India? And no chat facility either?

                                                                                                            • Billing Management: #1 Billing an Universal Business Routine

                                                                                                              Hello, As the saying goes, "Do the hardest job first", we started with the complex subject in finance, revenue management, which is considered to be the backbone for any business. Now, let's shift our focus and take a deep dive into this Billing Management

                                                                                                            • Show/ hide specific field based on user

                                                                                                              Can someone please help me with a client script to achieve the following? I've already tried a couple of different scripts I've found on here (updating to match my details etc...) but none of them seem to work. No errors flagged in the codes, it just

                                                                                                            • What is a a valid JavaScript Domain URI when creating a client-based application using the Zoho API console?

                                                                                                              No idea what this is. Can't see what it is explained anywhere.

                                                                                                            • Field Dependency Not Working on Detail Page in Zoho Desk

                                                                                                              Hi Support Team, I’ve created field dependencies between two fields in Zoho Desk, and they are working correctly on the Create and Edit layouts. However, on the Detail page, the fields are not displaying according to the dependencies I’ve set — they appear

                                                                                                            • Zoho CRM button to download images from image upload field

                                                                                                              Hello, I am trying to create a button in Zoho CRM that I can place in my record details view for each record and use it to download all images in the image upload fields. I tried deluge, client scripts and even with a widget, but feel lost, could not

                                                                                                            • 5名限定 課題解決型ワークショップイベント Zoho ワークアウト開催のお知らせ (9/25)

                                                                                                              ユーザーの皆さま、こんにちは。Zoho ユーザーコミュニティチームの藤澤です。 9月開催のZoho ワークアウトについてお知らせします。 今回はZoomにて、オンライン開催します。 ▷▷参加登録はこちら：https://us02web.zoom.us/meeting/register/6OSF2Bh6TumsMIlDwaY_PQ ━━━━━━━━━━━━━━━━━━━━━━━━ Zoho ワークアウトとは？ Zoho ユーザー同士で交流しながら、サービスに関する疑問や不明点の解消を目的とした「Zoho

                                                                                                            • Try FSM again for our business

                                                                                                              We already have our customers individual equipment in CRM with serial numbers, install dates, warranty length and importantly next service which is generally 2 years. a month before the service date is due we get get a report and send out service reminders.

                                                                                                            • Introducing Assemblies and Kits in Zoho Inventory

                                                                                                              Hello customers, We’re excited to share a major revamp to Zoho Inventory that brings both clarity and flexibility to your inventory management experience! Presenting Assemblies and Kits We’re thrilled to introduce Assemblies and Kits, which replaces the

                                                                                                            • Customer Parent Account or Sub-Customer Account

                                                                                                              Some of clients as they have 50 to 300 branches, they required separate account statement with outlet name and number; which means we have to open new account for each branch individually. However, the main issue is that, when they make a payment, they

                                                                                                            • Prevent stripping of custom CSS when creating an email template?

                                                                                                              Anyone have a workaround for this? Zoho really needs to hire new designers - templates are terrible. A custom template has been created, but every time we try to use it, it strips out all the CSS from the head.  IE, we'll define the styles right in the <head> (simple example below) and everything gets stripped (initially, it saves fine, but when you browse away and come back to the template, all the custom css is removed). <style type="text/css"> .footerContent a{display:block !important;} </style>

                                                                                                            • Workdrive 5.0 / API Documentation Workflows

                                                                                                              Hi Zoho, When will the API documentation of the workflows be published? We are interested in using it to trigger manual workflows from an external application. Greetings, Justin

                                                                                                            • Error: Unsupported content type: text/html;charset=UTF-8 after tryeing to get the token for n8n automation

                                                                                                              I am working on ZOHO Desk automation and need to get the ZOHO auth token for n8n I have created the app in ZOHO Desk API, got client id and client secret. Added all data required to get a token in n8n. After I sign in with my ZOHO credentials in ZOHO

                                                                                                            • Replace Lookup fields ID value with their actual name and adding inormation from subforms

                                                                                                              Hi everyone,  I wanted to see if someone smarter than me has managed to find any solutions to two problems we have. I will explain both below.  To start we are syncing data from Zoho CRM to Zoho Analytics and I will use the Sales Order module when giving

                                                                                                            • Webhook from Zobot to Zoho Flow fails

                                                                                                              I'm trying to connect from zobot to zoho flow. When testing in zflow, I am receiving all entered data from the connector correctly. The SalesIQ connector's "outputreaction" is {} (is this normal or is there a problem?). But as soon as I try my chat bot

                                                                                                            • Transition from Sole Proprietorship to GmbH (Limited Liability Company) – Best Approach in Zoho Books / Zoho One

                                                                                                              Hello everyone, I am currently operating under a Zoho One plan with a sole proprietorship in Switzerland. As of January 1st, 2026, I will be incorporating a new legal entity – a GmbH (Swiss equivalent of a Limited Liability Company). While the business

                                                                                                            • Presenting ABM for Zoho CRM: Expand and retain your customers with precision

                                                                                                              Picture this scenario: You're a growing SaaS company ready to launch a powerful business suite, and are looking to gain traction and momentum. But as a business with a tight budget, you know acquiring new customers is slow, expensive, and often delivers

                                                                                                            • Best way to display complex Bookings Consultation Descriptions on Zoho Site?

                                                                                                              I am a new user so apologies if this has been asked before. I couldn't find any answers in the forum. We offer 18 complex Consultations to our subscribers. Our current platform lets me put detail on these Consultations thoroughly (200-300 words) during

                                                                                                            • No Response from Zoho Support in 8 Days - Typical?

                                                                                                              I have a couple of issues I'm trying to work through. Initially, I was getting support from support@zohofsm.com, but I have not received a response in 8 days (11 on another question). Is this typical? Can I pay for support? For context, I am not spamming

                                                                                                            • Cliq iOS can't see shared screen

                                                                                                              Hello, I had this morning a video call with a colleague. She is using Cliq Desktop MacOS and wanted to share her screen with me. I'm on iPad. I noticed, while she shared her screen, I could only see her video, but not the shared screen... Does Cliq iOS is able to display shared screen, or is it somewhere else to be found ? Regards

                                                                                                            • Age Calculation

                                                                                                              I've attempted to calculate the age of someone based on their birthday input by using the formula field. It works but I don't want all those decimals on there. I then tried to use "set variable" after birthday input but I get a field type mismatch, long vs. floating. Any ideas would be wonderful.

                                                                                                            • Access Denied

                                                                                                              I am iOS Developer and updating our clients project and shifted ZohoDeskPortalCore SDKs from cocoapods to SPM and changed few lines of code but now i am get access denied, the help center app is unavailable. please contact administrator.

                                                                                                            • Using Zoho Desk to support ISMS process

                                                                                                              Hi, I am evaluating using Zoho Desk for security incident management. This seems to be aligned with Zoho Desk purpose as its just another type of incident. However in security incident management, ideally I can link incidents (tickets) with a risk from

                                                                                                            • Filtering Tickets based on Email headers

                                                                                                              We're starting to get a lot more junk coming into our Zoho Desk, which is then triggering unnecessary email alerts to agents. Once thing we could do to cut this junk in half, is to filter tickets based on email headers. Any email containing the `List-Unsubscribe`

                                                                                                            • TaxJar vs Avalara

                                                                                                              Hi, I'm evaluating adoption of a sales-tax service for US based business. Anyone else have experience with TaxJar and Zoho Books? I am a Zoho One subscriber so anticipate needing to use Flow to make this work. It seems like Avalara are simply too expensive

                                                                                                            • How to check Leads with no Task (open activity)

                                                                                                              Hi everyone, I was wondering if there’s a way to view leads that don’t have any tasks assigned or open activities linked to them.

                                                                                                            • What can we do on our end to improve the Answer bot answers?

                                                                                                              Hi, I'm using the Answer bot card in the Codeless bot builder. I've input several questions and their answers in the FAQ section to feed the Answer bot. The text is all in French, as this is the language our customers communicate in. I've tried testing

                                                                                                            • Zoho Books Sandbox environment

                                                                                                              Hello. Is there a free sandbox environment for the developers using Zoho Books API? I am working on the Zoho Books add-on and currently not ready to buy a premium service - maybe later when my add-on will start to bring money. Right now I just need a

                                                                                                            • Taxes for EU B2B Transactions

                                                                                                              Currently, ZC doesn't seem to have a procedure for validating VAT numbers of businesses purchasing in another EU state, and removing local VAT is valid.  This is essential for all inter EU B2B trade.

                                                                                                            • How to upload file to Connect using API?

                                                                                                              Hi there. I looked at the API documentation and nowhere did it mention how to use the API method to upload a file even though it is mentioned that it is possible to be done so. Please help.

                                                                                                            • How can I setup Zoho MCP with Chat GPT

                                                                                                              I can set up custom connections with Chat GPT but I cat an error when I try to set it up. The error is: "This MCP server can't be used by ChatGPT to search information because it doesn't implement our specification: search action not found" Thoughts?

                                                                                                            • Next Page