Sales forecasting now detects anomalies in user performance

Sales forecasting now detects anomalies in user performance

Dear Customers,
 
As you're probably aware, we've been continuously adding improvements to the forecasting feature in Zoho CRM, and we're excited to announce the latest one as part of #CRM25Q1: Anomaly detection in forecasting.

Forecast reports are a direct reflection of your sales team's performance, and thus far in Zoho CRM, you've been comparing each salesperson's performance with their targets to evaluate your business' growth. While this seems straightforward, merely pacing their achievements with their targets isn't enough to observe ongoing performance. Sales leaders need to know when sudden spikes and dips could potentially affect business revenue, whether positively or negatively.

Introducing anomaly detection for sales performance
Anomaly is any unexpected surge or dip in the regular flow of business, and as a result of this enhancement, Zia now detects performance-based anomalies in the forecast report and alerts sales leaders to anomalies observed in user achievements every week in the forecast report.

It shows the user's achievement in the previous week, their predicted target, and any deviation in performance in terms of revenue:
Sales managers can also investigate past anomalies to better evaluate user performance:

Let's look at a couple of examples to understand the benefits of detecting anomalies:
 
Sarah's performance dip
Sarah works in an industry that's currently facing significant economic headwinds. As a result, no matter how hard she tries, her numbers are slipping. Thankfully, due to anomaly detection, her manager is aware of this slump as it happens, and they can come up with solutions like adjusting her targets or the open deals' revenues.
 
Evan's surge in sales
Evan is a senior sales representative, and his contributions used to be consistent each month. However, last week, he closed a big deal. With his persuasion skills and his knack for spotting opportunities, he sold two big condos. This is a change in his routine, and Zia can identify the anomaly in his performance, identify it, and report the findings so his manager can make sure to acknowledge his excellent work.

These are just a few examples of anomaly detection that can help manage performance in forecast reports:
  • Previous anomalies can be viewed in tabular format or as a line chart.
  • You can choose to receive anomaly alerts in your Zia notification panel and via email.
That's about anomaly detection in user performance for sales forecasting. We will open this enhancement for customers gradually and the same will be communicated. Thanks and have a good one!

Kind regards, 
Saranya


      • Recent Topics

      • Personnalisation des paramètres dans Zoho Mail

        Pourquoi cela compte-t-il ? La personnalisation des paramètres dans Zoho Mail permet aux administrateurs de configurer l’environnement de messagerie en fonction des besoins spécifiques de leur organisation. Que ce soit pour alléger l’interface pour certaines
      • How To Save Data Into Zoho CRM Sandbox

        Hi Community, I want to save data into my zoho sandbox , for this I am using this api endpoint - https://www.zohoapis.com/crm/v8/Patients but I am getting this error - { "success": false, "message": "Zoho API request failed", "error": { "code": "INVALID_MODULE",
      • Automate pushing Zoho CRM backups into Zoho WorkDrive

        Through our Zoho One subscription we have both Zoho CRM and Zoho WorkDrive. We have regular backups setup in Zoho CRM. Once the backup is created, we are notified. Since we want to keep these backups for more than 7 days, we manually download them. They
      • Question about retrieving unsubscribed contacts (outside of lists) via API

        Hello, I am currently using Zoho Marketing Automation and would like to integrate it with our company’s core system. For this purpose, I am exploring the API options available to retrieve contact information. Specifically, I would like to know if there
      • Getting “mandatory field missing: Service_Line_Items” When Creating Work Order via Zoho Flow Deluge

        Hi Team, I’m trying to create a Work Order in Zoho FSM with only a Service Line Item (no Parts). However, I keep getting this error: Work Order Response: {"code":"MANDATORY_NOT_FOUND","details":{"api_name":"Service_Line_Items"},"message":"required field
      • How to customize the colors of the Client Portal login screen and add the company logo?

        As title, how to customize the colors of the Client Portal login screen and add the company logo?
      • Daily updates/fixes and how to see what was changed?

        When I receive the notification that zoho was updated and I need to refresh it. How can I see what was changed or fixed? Sometimes they change things that effect my books and I need to know what they did. For example over this past weekend something was
      • Upcoming Change: Snowflake Username/Password Authentication Deprecation – Action Required

        Hello Users, Snowflake has officially announced that username and password-based authentication will be deprecated by November 2025. You can find the official announcement [here]. If you're using a Snowflake connection in Zoho Analytics to import data,
      • Why should I choose Zoho Inventory vs Odoo?

        Hello there! I have used Zoho in different companies I've worked in, and I have a positive perception of it. I am starting a new import business for pipes, tubes, fittings, valves, elbows, etc., which all have serial numbers, cast numbers, etc., so I
      • Product Updates in Zoho Workplace applications | July 2025

        Hello Workplace Community, Let’s take a look at the new features and enhancements that went live across all Workplace applications this July. Zoho Mail Import bookmarks from Pocket Worried about losing your Pocket bookmarks? Don't worry we have got you.
      • PLEASE FIX YOR BUGS

        PICTURES ARE BEING REJECTED DESPITE THEM FOLLOWING THE GUIDELINES ON DIMENTIONS.
      • Kaizen# 204 - Answering Your Questions | Perform Field Updates before Blueprint transition via Client Script

        Hello everyone! Welcome back to another exciting Kaizen post. One of the questions we received through your Kaizen feedback was: “How can I update fields before Blueprint transition and how to prevent a transition based on a condition using Client Script?”
      • Create online meetings for Booking Pages with Zoho Meetings and Zoom

        Greetings, We hope you're all doing well. We're excited to share some recent enhancements to Bigin's Booking Pages. As you know, Booking Pages let you create public pages to share your availability so that your customers can easily book time slots with
      • Filters in audit logs

        Greetings, I hope all of you are doing well. We're happy to announce a few recent enhancements we've made to Bigin. We'll go over each one in detail. Previously, there were no filters available to narrow down data in audit logs. Now, we've introduced
      • Enhanced help options in Bigin

        Greetings, We're excited to introduce a new enhancement to Bigin's Help section: a comprehensive Help Options panel that brings together all your support resources in a single, well-organized space. Previously, the Need Help? menu provided only a limited
      • Zoho FSM API Developer Needed

        Hi, I’m looking for a developer with experience using Zoho FSM APIs. Scope: Connect WordPress website booking form to Zoho FSM Check availability (date, time, region) Create Work Orders + Service Appointments automatically Notify both customer and scheduler
      • Revenue Management: #4 What if there are uncertainties in project or service delivery?

        Our previous post taught us how Zoho Billing makes life easy for businesses with its automated revenue recognition rule. However, certain businesses have more challenges that an automated system cannot handle, and there are certain situations where automated
      • This mobile number has been marked spam. Please contact support-as@zohocorp.com

        Bom dia, estou tentando colocar o número 11 94287-6695 e esta com erro "This mobile number has been marked spam. Please contact support-as@zohocorp.com" pode me ajudar, por favor?
      • Items Serial Tracking Issue

        We enabled Zoho Items inventory tracking then disabled it after some time now we want to enable it again When I check the missing serial number reports I see one item But I cant see any option to Add the serial numbers Where and how to add the serial
      • Zoho Payroll integration with Zoho Books - unable to match multiple bank feeds to one wage payment

        For one employee's wage, I make two partial payments. Those bank feed transactions come into Zoho Books via bank integration. I make one pay-run for the month in Zoho Payroll and that comes into Zoho Books via the Zoho integration. Zoho Books doesn't let me match multiple bank feed transactions against a single wage item. Please fix urgently. I can't complete my books because of this.
      • Add Checkbox Selection & Bulk Actions to Delivery Challans Module

        Hi Zoho Team, I’ve noticed that in the Sales Orders module, there are checkboxes beside each entry that allow users to select multiple records for bulk actions such as print, email, or delete. However, in the Delivery Challans module, this option appears
      • Can't be able to check-in in laptop

        even after giving location access still i can't be able to check-in in laptop.
      • Compensation Cess on Coal ₹400 per tonne. ?????

        The compensation cess rate varies by the type of product. And the cess is calculated based on the value of the product without GST. Coal, for example, comes with a cess of ₹400 per tonne. That means that if you sell 2 tonnes of coal that have a value
      • 7 month over zoho book purchase but still not immpliments Golive

        7 month over zoho book purchase but still not immpliments Golive one problems zoho team short out then other problems come still very poor mangments and immliments team . struggling with the templates in ZOHO Books. Especially with the placement of some
      • Average Costing / Weighted Average Costing

        Hello fellow maadirs. I understand Zoho Books uses FIFO method of dealing with inventory costing, but do you guys have any plans to introduce average costing? We indians need average costing. It's part of our culture. Please. I beg thee. Thanks.
      • SMS to customers from within Bigin

        Hi All, Is there anyone else crying out for Bigin SMS capability to send an SMS to customers directly from the Bigin interface? We have inbuilt telephony already with call recordings which works well. What's lacking is the ability to send and receive
      • Parent & Member Accounts (batch updating / inheritance)

        Hello, I find the Parent Account functionality very useful for creating custom views and reports, but was wondering if I can also carry out batch editing on all members (aka children) of a Parent Account at the same time. Alternatively, can I set members to automatically inherit the values of the parent? For example: We have a chain of supermarkets that buy our products. These supermarkets are all members of a Parent Account in our CRM. We release a new product and all of the member stores wish to
      • Edit Legend of Chart

        I would like to edit the legend of the chart. Every time I enable the legend, I get a very unhelpful (1), and when I try to type to change to what I would desire, nothing happens, which is very frustrating. I've gone through your online tutorials and nowhere can I find a legend settings button. This seems a simple fix, where can edit the legend? Thanks.
      • Extended timeouts for APIs beyond 40secs for to accomodate LLMs

        A 40 second max response time for API calls is fine when connecting to most services, however is unsuitable when dealing with LLMs (ChatGPT/Claude/Gemini) where the response timing is very uncertain. Is there any way to increase this? It would be great
      • Deletion of Zoho Account

        To whom it may concern, Good day, My account has been created incorrectly in Zoho and I am not able to join my Company's Zoho account - attached screenshot for your kind reference Alphatronmarine - Portal Kindly advise procedure to delete this current
      • Workflow for deposit to bank account

        Hello, Is it possible to make a workflow when a deposit is made to your bank account which is coupled to Zoho books? I want Zoho to sent an email each time a deposit is made to our bank account via a workflow. Regards, Steven
      • Marking Retainer invoice paid through Deluge

        Hey Everyone, We have a scenario where we are collecting deposit payments on our website. Now, in zoho books, we need to create a retainer invoice and mark it as paid automatically using deluge just like we can mark normal invoices as paid. I have tried
      • Create a new record in custom module vi custom button

        I have zoho books premium plan . I have 2 custom modules in zoho books. 1. Goods Receipt 2. Delivery Order, I need to select multiple records from Goods Receipt and create a new Delivery order from these multiple records. (like multilple sales order into
      • Profile date settings

        At present I have "EEE, MMMM dd, yyyy" but this takes an exessive amount of column space, we should be able to input our own format. I would like to use "EEE, MMM dd, yy" - a much shorter version of the above but with the same abbreviated info, requiring
      • Delivery Method Field in Sales Order Module

        In Books and in Sales orders, the "Delivery Method" field seems to allow for anything to be entered and it seems to store those entries for future use.  When you chose to convert a sales order to a purchase order, the related field is now called "Shipment
      • Editing / Removing stages for pipeline

        Hello, I'm trying to create a new pipeline. I created a new stage and made an error when entering the probability. How can I edit fields in stages that I created? Can I delete these stages from "Add Stages" list?
      • Dynamically Filter User Lookup in CRM Subform

        We have a subform called Pricing Calculator in the Zoho CRM Opportunity module and need some assistance. Current Setup: First column: Picklist (Level) Second column: User Lookup field When a Level is selected, we want the User lookup to display only users
      • change time zone

        can't seem to figure out how to change the time zone of the project
      • Bigin iOS app update: Built-in telephony and RingCentral support

        Hello everyone! We are excited to introduce Built-In Telephony and RingCentral support in the latest iOS version(v1.11.13) of the Bigin mobile app. Once the integration is completed on the Bigin desktop site(bigin.zoho.com), you can choose the Built-In
      • Add Image or Update Image API - for Items Module

        I am trying to add new Items to Zoho Inventory from Zoho Creator. I achieved this using Zoho Inventory Create Item API, but how to add or update the item image from Zoho Creator to Zoho Inventory Item Module?
      • Next Page