Enhancing Zia's service with better contextual responses and article generation

Enhancing Zia's service with better contextual responses and article generation

Hello everyone, 

We are enhancing Zia's Generative AI service to make your support experience smarter. Here's how:

Increased accuracy with Qwen

One of the key challenges in AI is delivering responses that are both contextually accurate and empathetic while being able to consolidate ticket and thread conversations to generate meaningful summaries. The introduction of Qwen into Zia’s Generative AI service will make all of this easier for your agents to achieve while dealing with real customer issues.

While the Zia Generative AI model Llama 3.1 is an 8 billion parameter model known for its faster response generation, Qwen 2.5 is a 32 billion parameter model which trains on a larger scale of data to provide better contextual output. 

Qwen provides enhanced accuracy in generating content and ticket summarization, which enhances the overall performance and reliability of Generative AI features in Zoho Desk. 


Article generation from tickets

Support agents are always subject to time pressure when they're working with users who are facing an issue while using your product or service. Each ticket captures the conversation, from back-and-forth questions, clarifications, and discussions that eventually lead to the solution. This makes tickets a valuable repository of real-world problems and solutions.

However, tickets are not always accessible to everyone. As a result, this knowledge often remains non-reusable. Allowing agents to convert tickets into knowledge base (KB) articles ensures that these insights are captured, shared, and reused effectively.

Benefits of generating articles from tickets:
  1. Document real-time customer problem-solution scenarios as articles that can be referred by other customers
  2. Provide quick references to agents handling similar queries
  3. Empower customers with solutions that add value to self-service capabilities
How can agents generate articles from tickets?

Agents can select 1–10 conversations, including incoming threads, public and private comments, and agent replies, and convert them into an article that summarizes the problem and solution.
The generated article will be standardized and not include any personal or customer-specific details. Also, the agent cannot select attachments or images shared within the ticket while generating the article.



Article generation is now available for users in the EU, AU, US, CA, JP, and IN data centers. Qwen is available for users across EU, AU, US, and IN data centers. Kindly give the features a try and let us know your feedback in the comments.

For more information on article generation and Qwen, please refer to the help docs. 
  1. Article generation from Ticket
  2. Qwen model for Generative AI services 

PM: @Kavil Rawat 


Regards,
Raveena
User Ed | Zoho Desk

    • 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

    • Support Nested JavaScript Variables in PageSense Pop-up Targeting

      Hello Zoho PageSense Team, I hope you're doing well. I’d like to request a feature enhancement for the PageSense pop-up targeting functionality. Current Limitation: Currently, PageSense pop-ups can be triggered using simple JavaScript variables. However,

    • Item images

      Can we get an "On hover" expanded image for items please ?

    • Cannot Invert Axis for Rankings

      Hi there I want to be able to create a ranking graph in Analytics/BI, with 1 at the top of the Y axis, but I am unable to invert the axis. Super simple example in Excel below. Higher rankings need to be higher up on the graph to give the correct visual

    • How to copy value from a single line field into a picklist field within a module's subform?

      Hello there, I have a single line field in a module's subform. I would like the value in the field to automatically update a picklist field within the same subform (both have items with the same names). Is this possible via function? Unfortunately, workflows

    • Committed Stock and To Be Received Stock via API?

      Is it possible to retrieve Committed Stock and/or To Be Received Stock for an Item via the API? I want to use this information for calculating the amount of inventory needed to be purchased.

    • Creating Email template that attaches file uploaded in specific field.

      If there's a way to do this using Zoho CRM's built-in features, then this has eluded me! I'm looking to create a workflow that automatically sends an email upon execution, and that email includes an attachment uploaded in a specific field. Email templates

    • Marketer’s Space - Automate a Personalized Holiday Workflow with Zoho Campaigns

      Hello marketers, Welcome back to another post in Marketer’s Space! From Thanksgiving through Christmas, you have a flurry of opportunities to connect with your audience. In this post, we’ll see how you can plan an entire month-long automated workflow

    • Items Below Reorder Point Report?

      Is there a way to run a report of Items that are below the Reorder Point? I don't see this as a specific report, nor can I figure out how to customize any of the other stock reports to give me this information. Please tell me I'm missing something s

    • Zoho Inventory Custom Field Update

      Hello All, In this post I am describing how can we Update the Custom Field Value in Zoho Inventory. // Get Org ID orgid = organization.get("organization_id"); // Field Value resvp = ifnull(item.get("purchase_rate"),null); // Record ID iid = item.get("item_id");

    • Sorting columns in Zoho Projects

      Hi, In project management best practice, sorting columns (ascending, descending) is an important tool. Sorting dates to see the order of tasks starting, sorting on priority or even on planned hours is a must for an efficient project control. Currently,

    • Zoho CRM - Calendar Cards View - Let Users Decide What Is Displayed On Calendar Entries

      Imagine planning your week of face-to-face meetings across three counties. You’re trying to group appointments by location to make the best use of your time, but Zoho CRM’s calendar doesn’t show where each meeting is happening. You’re left trying to remember

    • Explore the Redesigned Quotes Module in Zoho Billing

      Dear users, We’re excited to introduce a refreshed look for the Quotes details page in Zoho Billing! This update brings you a more efficient user interface experience without changing your existing workflow. We've enhanced layouts with organized tabs,

    • Updating custom fields in Zoho Projects

      Hi I am wondering if anyone has experience with custom fields in Zoho Projects. I am struggling to update the field using either deluge or the api endpoint. My code is: //custom_Map = map(); custom_Map = {"UDF_DOUBLE_1":"0.27"}; update_Map = map(); update_Map.put("custom_fields",custom_Map.toList());

    • Zoho Inventory - How to pay a supplier up front then receive multiple deliveries

      How do we manage situations where we pay a supplier up front, then the receive the products in increments? Example Workflow: Create Purchase Order > Receive Bill for full amount > Receive Items 2 or more deliveries. Currently, once a Bill is created against

    • Pin multiple columns and adjust column widths in CRM subforms

      Hello all, Subforms act as secondary forms or tables in which you can associate multiple line items to a primary record and thereby ensure more structured and comprehensive data organization. We've made some recent enhancements to subforms. Here's what's

    • Zoho Books | Product updates | November 2025

      Hello users, We’ve rolled out new features and enhancements in Zoho Books. From translating email notification templates to the new transaction locking restrictions, explore the updates designed to enhance your bookkeeping experience. Making Tax Digital

    • How can I add or change the active customer in Zoho Projects?

      I'm trying to change the customer in an active Zoho project. Is it possible to add or change the customer?

    • Good news! Calendar in Zoho CRM gets a face lift

      Dear Customers, We are delighted to unveil the revamped calendar UI in Zoho CRM. With a complete visual overhaul aligned with CRM for Everyone, the calendar now offers a more intuitive and flexible scheduling experience. What’s new? Distinguish activities

    • Almacenamiento

      Hola, Quisiera saber como podría hacer para bajar el almacenamiento de 5gb a mis usuarios, en otras palabras los quiero ir limitando de la cuota real, y luego ir agregando poco a poco la cantidad hasta llegar a los 5gb que me dan en el plan free. 

    • What happens when someone clicks 'unsubscribe' in a zoho CRM email

      Hello, As per, i am going round in circles trying to find an answer to these 2 question. I have an email template that has an unsubscribe link in the footer in zoho CRM. First, what happens when someone clicks it - where does the contact get unsubscribed

    • Nimble 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 integration

    • Zoho CRM - Scheduled Reports Which Contain Chart

      Hi Zoho CRM Team, I'm requesting that the Report Export and Scheduling feature be enhanced to include a chart, if one has been created on a report. At the moment I have a report which shows Sales This Week by Deal Owner and a pie chart at the top of the

    • Ability to Create and Manage YouTube Video Chapters in Zoho Social

      Hi Zoho Social Team, How are you? We would like to request an enhancement to Zoho Social that would allow users to create and manage YouTube video chapters directly within the platform. Currently, Zoho Social does not support manually adding chapters

    • Can I add Conditional merge tags on my Templates?

      Hi I was wondering if I can use Conditional Mail Merge tags inside my Email templates/Quotes etc within the CRM? In spanish and in our business we use gender and academic degree salutations , ie: Dr., Dra., Sr., Srta., so the beginning of an email / letter

    • Cadences

      I have just started using Cadences for follow-up up email pipeline. Is it just me or do you find the functionality very basic? For example, it will tell me (if I go looking for it) if someone has replied to a follow-up and been unenrolled; but it won't

    • Canvas View in Zoho Recruit

      Is it possible or would it be possible to have the new 'Canvas View' in Zoho Recruit?

    • Zoho Inventory - Move Orders

      Quick question about Move Orders... Why is there no status to say something like "Draft", "In Progress" and "Completed", similar to Transfer Orders? I'm assuming that when something needs to be moved it should be planned in Inventory, executed and then

    • Kaizen #215 - Workflow APIs - Part 3 - Create and Update Workflow Rules

      Welcome back to another week of Kaizen! Over the last couple of weeks, we’ve joined Zylker Cloud Services as they review and improve their workflows. In Part 1, we discovered and audited their sprawling workflow landscape. In Part 2, we learned how to

    • DataPrep Bigquery Connection failed

      Hello everybody, I want to create a connnection beetwen Bigquery and Dataprep but when I try to connect my project I got this error Loading tables has failed. Table list fetched from the data source expired.

    • Issue in Zoho People Regularization – Incorrect Hour Calculation

      I have noticed that when applying attendance regularization in Zoho People for previous dates, the total working hours are not calculated correctly. For example, even if the check-in is 10:00 AM and check-out is 6:00 PM, the system shows an incorrect

    • Zoho Analytics Export API

      Hi Team, I’m working on some integration tasks and wanted to confirm if it’s possible to retrieve a Zoho Analytics table as JSON data using a Deluge script. I’ve already stored my custom data from multiple sources and combined it into a single source.

    • Free Webinar : Unlock AI driven business insights with Zoho Inventory + Zoho Analytics

      Are you tired of switching between apps and exporting data to build customized reports? Say hello to smarter & streamlined insights! Join us for this exclusive webinar where we explore the power of the Zoho Inventory–Zoho Analytics integration. Learn

    • Allow Multiple usage units to items while adding them to sales/purchase transactions

      The usage unit of items added in zoho books are static right now and can not be changed. But certain items are received or sold in multiple usage units. One example is fabric. It can be bought in Meters, inches, kgs or other units. Another example would

    • PO receive quantities

      At last, Zoho has finally got around to allowing us to receive a larger qty than recorded in the PO :-) Saves us all from editing the PO's before receiving larger quantities ( usual for us ) ! It's still in "beta" but available upon request, I've tested

    • Invalid URL error when embedded sending url into iframe for my website when using in another region

      Hi team, My site is currently working on integrating your signature feature as part of the system functionality, it's working great but recently there's been a problem like this: After successfully creating the document, i will embed a sending url into

    • Analytics : How to share to an external client ?

      We have a use case where a client wants a portal so that several of his users can view dashboards that we have created for them in Zoho Analytics. They are not part of our company or Zoho One account. The clients want the ability to have user specific,

    • Reference Deal Categories in Deluge

      Hello, Is there a way to reference Deal Category in deluge functions? So for our Deals, we have several different WON stages in a pipeline.  Rather than type each stage into our functions, we'd like to be able to reference the Deal Category.  Similar

    • Payroll In Canada

      Hi, When can we expect to have payroll in Canada with books 

    • Automatic Portal invite

      We have numerous customers we move through a blueprint in deals, when they get to a certain point we need to give them portal access, how can this be done through deluge or a workflow?

    • Users Name & Email in Reports

      Hi, I would like to show the Users Name from their Zoho Acount in All Entries/Reports as well as the current Account Email. Thanks Dan

    • Next Page