Playground: An exclusive test environment to analyze Field Prediction accuracy

Playground: An exclusive test environment to analyze Field Prediction accuracy

Hello everyone,

We are introducing Playground: an exclusive proactive testing environment for businesses to analyze Zia's prediction accuracy. 

This allows admins and agents to:
  • Run predictions on actual tickets or specific content for realistic test conditions.
  • View predicted values along with a confidence score to assess accuracy.
  • Identify and correct failed predictions by annotating data.
  • Retrain Zia to improve future prediction performance by annotating. 
The Playground gives a first-hand opportunity to see how Zia's predictive ability fares. Agent can select a ticket or copy and paste email content to directly test how well Zia can predict the desired fields. Agent can review the prediction and fine-tune Zia as needed.

For example, if Zia must auto-classify requests by “Problem” as Display, Audio, or Battery based on the ticket content, the tickets can be analyzed immediately using playground. 



In case your business doesn't have tickets or doesn't keep record of certain kinds of requests, then you can simply copy-paste the desired content in the subject and description for Zia to analyze and give you a predicted value.

Playground gives instant analysis—in contrast to Sandbox.

If Zia does not predict a value or predicts incorrectly, it is indicated in red with a low confidence score. The confidence score is generated by analyzing the accuracy score of each picklist value. Businesses can take proactive measures to mitigate such cases in real-time prediction by annotating the correct field value and then retraining Zia.  

Over time, Zia's accuracy will improve and it will correctly classify similar tickets to help the team respond faster. 

Note:
  • Playground is available only for prediction models with accuracy scores above 0%.
  • If the accuracy score is less than the recommended confidence score, then the value is denoted in red, whereas if the accuracy score is higher than the recommended value, it is denoted in green. 
Notes
  • The reset option allows the agent to clear the prediction and restart with a different sample ticket or other content. 
  • While Playground's capabilities facilitate AI retraining to improve accuracy, the actual retraining process cannot be done in Playground

Playground is  available in US, IN, AU and EU DCs. For more details, please refer to the help doc.

PM: @Kavil Rawat 

Regards,
Raveena
User Ed | Zoho Des

    • Sticky Posts

    • Using Agent Email Address as From Address

      Currently, while replying to a ticket, it is possible for agents to choose their own email addresses as 'from' addresses. Although we built this just for that little extra flexibility, in hindsight, it hasn't figured much in conventional usage.  Almost all businesses prefer that responses to their customers' tickets be sent from the common support/service email address and NOT from those of individual agents. During personal interactions at events, some of you have even made passing mentions about

    • Edit and Delete options in Comments

      A lot of teams have been using ticket comments extensively to collaborate everyday. Notification Center further improved this experience by bringing real-time updates. As we continue to build more improvements to this experience, we've shipped a small-yet-important

    • Webinar 2: Supercharged customer support for growing business

      Join us for this webinar and learn how to step up your support game using a real-time communication platform to generate happier, more successful customers. In this live webinar, we will will discuss the importance of SalesIQ for your support team and how it can help you:  Understand your customers better and their journeys to proactively support and engage them even before they ask for help.  Integrating real time conversations into Zoho Desk’s Support, providing a conversational customer service

    • Customize Colors of your Customer Self Service Portal

      You asked for it. We heard you. We're happy to roll out the most sought after feature request, Customizing the Colors of your Customer Self-service Portal. Now you can set the color of your customer portal to mimic your company's web site, so that your customers visiting the portal will not feel alienated by the default theme.  Go ahead and configure the color of the header, tabs, fonts and background according to your needs. You can either choose between default color themes like Blue, Grey, Green

    • 2024 Email Authentication Standards: Elevating Security with Google and Yahoo

      In contemporary email communication, email authentication plays a pivotal role in mitigating email fraud, spam, and phishing attacks. Brace yourself for a new level of security. Starting February 2024, Gmail and Yahoo will be implementing robust email

    • Recent Topics

    • What's wrong with this COQL?

      What's wrong with this COQL? Code returns "invalid operator found". SELECT id, Name, Stage, Account, Created_Time, Tag FROM Production_Orders WHERE (Account = '4356038000072566002' AND Stage NOT LIKE '%customer%') ORDER BY Created_Time DESC LIMIT 200

    • [Feature Request] Add support for internationalized top-level domains mail hosting

      This is an important request to add support for internationalized domains mail hosting to https://www.zoho.com/mail/ In this case, that is only limited to domain name/mail address however currently it's already possible for us send mails etc using below

    • Add Enable/Disable to Field Rules and other Rules

      Hi, Sometimes I have rules setup for fields, and until I want to enable them for use, I can set the fields to Hidden but rules still show them, today you have to delete rules and then recreate them again, would be nice to have a toggle for Enabled/Disabled

    • Syncing stuck for days

      Hello when I made an account a few days ago and synced all my notes to it, it is still syncing. My app is only 400mb so I do not know why it is taking so long. Please help

    • Workflow runs on every edit despite not ticking the field repeat this workflow whenever a parent is edited.....

      Hi, It is my understanding that this workflow should only trigger once. Why is this triggering on every edit of the field? Based on another support query - directly from Zoho, If i tick the box 'repeat this workflow whenever a parent is edited' it should

    • How do you add or update tags on Zoho CRM records via n8n? (Workarounds or best practices?)

      Hi all, I’m running into some limitations with the Zoho CRM node in n8n and was wondering how others have handled this: From what I see, the standard Zoho CRM node in n8n doesn’t allow you to add or update tags when creating or updating contacts/leads.

    • API PARAMETER FOR TICKET CLOSED TIME

      Hi, Is there a parameter for filtering tickets by closed time in zoho api, i can see closed time in the API response i get, but can't get tickets by that field while calling. Regards, Anvin Alias

    • Reply to email addresses wrong.

      I have setup my Zoho mail account using my main domain and I also have an Alias setup from a different domain. In Settings - Mail - Compose I have selected to the option "For replies, send using The same email address to which the email was sent to".

    • Audio/video quality issues with Zoho Meeting – Any roadmap for improvement?

      Hi Zoho Team, We’ve been using Zoho Meeting for both internal and external meetings, and unfortunately, the experience has been consistently poor. The video and audio quality are so unreliable that it often renders meetings ineffective—especially with

    • Meeting integration with Otter.ai

      Would love for an integration with an AI transcription service like Otter.ai to be integrated with Zoho Meeting. Thanks

    • 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

    • How to close/delete a free creator account?

      I have a free zoho creator account associated with my email address that is not being used.  I want to become a user of another paid zoho creator account but I can not associate with the paid account with the same email.  I assume if I can close or delete the free account I will be able to use the paid account. I have emailed support but no response. Suggestions?

    • Zoho books and zapier causes Invalid data provided

      I have been using zoho books with zapier for over 2 years now, everything was working fine. On September 13th my zaps stopped working. Now on step create sales invoice in zoho books i get an error: Failed to create a create_invoice_v2 in Zoho Books The

    • CRM report

      Is it possible to pull a contacts report that also includes the company industry, as well as the company name? I’m having trouble combining company and contact fields – any help is appreciated. Thank you, Sam

    • Early Payment Discount customize Text

      Hi, I’m currently using Zoho Books and am trying to customize the standard “Early Payment Discount” message that appears in the PDF invoice template. I’ve reviewed the documentation here: https://www.zoho.com/books/help/invoice/early-payment-discount.html

    • Enhancements to Client script?

      Hi Zoho CRM, I've been extensively using Client Scripts to enhance our Deal form experience, particularly for real time validations and auto updating fields based on specific logic. However, I've encountered a challenge regarding permission boundaries.

    • Add views to new CRM UI navigation + Unlimited Webtabs

      Zoho CRM is so close now to being the ultimate business application with the new UI, as soon as this one feature is added. This is probably where Zoho is headed but if it's not I want to BEG for this to be incorporated. What we need is to be able to put

    • E-Mail Distribution List

      How do I create an e-mail distribution list in Zoho Mail?

    • Custom "create meeting" button with more functionality than Zoho currently has?

      I'm looking for a little help/direction in how to do this. Even just some general high level pointers on how this might be able to be done. The current Zoho Meeting Activity functionality is not ideal for my org's workflow. I'd like to try and create

    • Error Code 4: Invalid value passed for JSONString

      Okay, I want to start by saying I know I'm a terrible scripter, so sorry if this is a dumb mistake. I just can't figure it out, even with LLM help. Here's my code: // --- Input Variables --- customer_id = salesorder.get("customer_id"); so_id = salesorder.get("salesorder_id");

    • Organizing contacts/members by company

      I work for a membership organization (representing businesses) and am trying to use Zoho CRM more effectively for managing the points of contact for our members. Currently, our members are listed in our CRM by the primary point of contact's name, but

    • Allow Stripe Credit Card and Stripe ACH payment methods to be enabled separately on an invoice.

      I need to be able to pick at the invoice level whether Stripe Credit Card and/or Stripe ACH payment methods are available. Currently, I'm not able to select from the two Stripe payment methods individually on an invoice. However, there are some larger

    • Unable to search in Zoho Email

      I've started using Zoho Email (free version) recently and realized that it doesn't have email search functionality. Am I missing anything here? I've gone through the Zoho tutorial which does show the search bar on the right top of the Zoho UI. But in

    • Response Time Report

      From data to decisions: A deep dive into ticketing system reports Every organization that interacts with its customers should have an established timeframe for how soon an agent is expected to send the first response and any reply to any follow-up messages.

    • Problem : Auto redirect from zoho flow to zoho creator

      Hi there, I've been waiting for zoho team to get back on this for last couple of days. Anyone else have the problem to access zoho flow? everytime I click on zoho flow it redirects me to zoho creator. I tried incognito mode but it still direct me to zoho

    • Zoho - Outlook plugin

      Does anyone know if there is a way to modify the autofill in the Zoho plugin in outlook? When we create a contact, it enters the correct email address and name, but then pulls information from our own signature line to add phone number, address, etc.

    • Threaded conversations for emails sent via automation

      Hi Guys, I hope you are doing well. Don't you guys think we should have an option in a workflow to notify users either as a new email or the previous email thread. For example, if you have one deal in the process and there are 10 different stages during

    • Zoho Books - Sales Person Information

      Hi Team, On Invoices, Quotes, etc... I can include the Sales Person, but it only shows their name and not their email or phone number. It would be great to have place on invoice templates where we can manage what sales person information should be shows

    • Offline working in Zoho Creator portal

      Zoho's help says that offline working is only available in the Creator mobile app and not in the portal app. But I can see offline options in the portal app too and it seems to work when I test it. My portal users are often in areas where there is poor

    • Fetch Records using Dynamic Criteria

      Hi,  I have a form that builds a filter based on user input.  I need to fetch the records based on dynamic criteria.  How would I accomplish this as there is no eval function? For example: desiredRecord = Form1[dynamicCriteria];

    • Url filter Report date (pivot chart)

      Hello. Is it possible to filter the data in pivot char using parameters in the url? I'm trying but I should not doing very well. Something like: https://creator.zoho.com/.../....../#Report:MyPivotChartReport?MyDate=01-Jan-2012;31-Jun-2012;MyDate_op=58 Saludos

    • Sending gmail to a particular person fails because the address gets changed to "gmaill", with a second "l" typo somewhere

      I send to bob@gmail.com (example) and get an error sending to bob@gmaill.com, only for this one person. Note the extra "l" in the email the system tried to send to, which was not in the address I entered. Can't find a typo in the contact or anywhere else

    • Emoji Support in Bigin CRM

      We request the implementation of emoji support across Bigin CRM. This feature should allow users to seamlessly use emojis in text fields, headlines, and deals. It would enhance communication, improve the visual appeal of records, and bring more personalization

    • Bigin Booking Pages enhancements

      I would like to ask for several enhancements for the brand new (and promising) Booking feature. 1. Add "Contact/Mobile" Field to Booking form We use Mobile as key (id), but unfortunately it is missing from the Booking form, only Home Phone is available.

    • Amount in words in Indian format

      Hi, I had coded the following code to convert amount in words. But in the code in the format of US like million. But i need in Lakh and Crore. So pls suggest ideas r post corrected code string Num2Words(int val) {     val_s = input.val.toString();     th = {"", "thousand", "million", "billion", "trillion"};     // uncomment this line for English Number System     // th = {"","thousand","million", "milliard","billion"};     dg = {"zero", "one", "two", "three", "four", "five", "six", "seven", "eight",

    • What are people using to send Service based emails?

      Zoho Campaigns is for marketing. Users can unsubscribe from these emails. Service based emails need to be delivered and can without the worry of Can-spam act. What are people using to send service based emails? My mailing list is derived from a database

    • Standalone LMS tool

      Will Zoho release a standalone LMS (Learning management System) than can be used by external parties (guest)?

    • Announcing Kiosk 1.1 - Customize screen titles, configure new fields & actions, use values from your Kiosk to update fields, and more.

      Hello all We are back again with more enhancements to Kiosk. So what's new? Enhancements made to the Components Add titles for your Kiosk screens and adjust its width to suit your viewing preferences. Three new fields can be added to your screen: Percentage,

    • An Overview of Dario Schiraldi Deutsche Bank Executive

      Hello Community, Dario Schiraldi is an executive at Deutsche Bank, focused on advancing the firm’s financial services and crafting its global strategic vision. With 20 years of expertise in leadership roles, he has spearheaded successful market acquisitions

    • Emailing a document to WorkDrive

      Does WorkDrive include the ability to upload a document by sending an attachment to an email address? (Books and Expenses include this functionality) If it doesn't is it under consideration? on the Road Map?

    • Next Page