Skip to product menu
close
  • Recent Launches
    Press Space or Enter to display list of options
EXPLORE ALL PRODUCTS

Recent Launches

New

Payroll software with automated tax payments and filing.

Try now
New

Robotic process automation software to automate high-volume, rule-based tasks.

Try for free
New

Low-code IoT platform and solutions for connected businesses.

Try now
New

Business formation service to launch and grow your businesses.

Try now
New

Privacy-friendly application analytics solution.

Try for free

Sales

 
CRM

Comprehensive CRM platform for customer-facing teams.

CRM
 
Bigin

Simple CRM for small businesses moving from spreadsheets.

Bigin
 
Forms

Build online forms for every business need.

Forms
 
SalesIQ

Live chat app to engage and convert website visitors.

SalesIQ
 
Bookings

Appointment scheduling app for consultations with customers.

Bookings
 
Sign

Digital signature app for businesses.

Sign
 
RouteIQ

Comprehensive sales map visualization and optimal route planning solution.

RouteIQ
 
Thrive

Complete loyalty and affiliate management platform.

Thrive
 
Voice

Cloud Contact Center Software for businesses.

Voice
 
Suites
CRM Plus

Unified platform to deliver top-notch customer experience.

CRM Plus

Marketing

 
Social

All-in-one social media management software.

Social
 
Campaigns

Create, send, and track targeted email campaigns that drive sales.

Campaigns
 
Forms

Build online forms for every business need.

Forms
 
Survey

Design surveys to reach and interact with your audience.

Survey
 
Sites

Online website builder with extensive customisation options.

Sites
 
PageSense

Website conversion optimization and personalisation platform.

PageSense
 
Backstage

End-to-end event management software.

Backstage
 
Webinar

Webinar platform for webcasting online webinars.

Webinar
 
Marketing Automation

All-in-one marketing automation software.

Marketing Automation
 
LandingPage

Smart landing page builder to increase conversion rates

LandingPage
 
Publish

Manage all your local business listings on a single platform.

Publish
 
SalesIQ

Live chat app to engage and convert website visitors.

SalesIQ
 
Sign

Digital signature app for businesses.

Sign
 
Thrive

Complete loyalty and affiliate management platform.

Thrive
 
Voice

Cloud Contact Center Software for businesses.

Voice
 
NEW
LeadChain

Sync, manage, and convert leads across channels seamlessly.

LeadChain
 
NEW
CommunitySpaces

Online community platform for individuals and businesses to grow their network and brand.

CommunitySpaces
 
Suites
Marketing Plus

Unified marketing platform for marketing teams.

Marketing Plus

Commerce and POS

 
Commerce

eCommerce platform to manage and market your online store.

Commerce

Service

 
Desk

Helpdesk software to deliver great customer support.

Desk
 
Assist

Remote support and unattended remote access software.

Assist
 
Lens

Interactive remote assistance software with augmented reality.

Lens
 
FSM

End-to-end field service management platform for service businesses.

FSM
 
SalesIQ

Live chat app to engage and convert website visitors.

SalesIQ
 
Voice

Cloud Contact Center Software for businesses.

Voice
 
NEW
Solo

The all-in-one toolkit for solopreneurs.

Solo
 
Bookings

Appointment scheduling app for consultations with customers.

Bookings
 
Suites
Service Plus

Unified platform for customer service and support teams.

Service Plus

Finance

 
Books

Powerful accounting platform for growing businesses.

Books
 
FREE
Invoice

100% Free invoicing solution.

Invoice
 
Expense

Effortless expense reporting platform.

Expense
 
Inventory

Powerful stock management and inventory control software.

Inventory
 
Billing

End-to-end billing solution for your business.

Billing
 
Checkout

Collect payments online with custom branded pages.

Checkout
 
NEW
Payroll

Payroll software with automated tax payments and filing.

Payroll
 
NEW
Solo

The all-in-one toolkit for solopreneurs.

Solo
 
Practice

Practice management software for accounting firms.

Practice
 
Sign

Digital signature app for businesses.

Sign
 
Commerce

eCommerce platform to manage and market your online store.

Commerce
 
Suites
Finance Plus

All-in-one suite to manage your operations and finances.

Finance Plus

Email and Collaboration

 
Mail

Secure email service for teams of all sizes.

Mail
 
Meeting

Online meeting software for all your video conferencing & webinar needs.

Meeting
 
Writer

Word processor for focused writing and discussions.

Writer
 
Sheet

Spreadsheet software for collaborative teams.

Sheet
 
Show

Create, edit, and share slides with a sleek presentation app.

Show
 
Notebook

Beautiful home for all your notes.

Notebook
 
Cliq

Stay in touch with teams no matter where you are.

Cliq
 
Connect

Employee experience platform to communicate, engage, and build positive employee relations.

Connect
 
Bookings

Appointment scheduling app for consultations with customers.

Bookings
 
TeamInbox

Shared inboxes for teams.

TeamInbox
 
WorkDrive

Online file management for teams.

WorkDrive
 
Sign

Digital signature app for businesses.

Sign
 
Office Suite

Powerful collaborative work platform for teams.

Office Suite
 
Office Integrator

Built in document editors for web apps.

Office Integrator
 
ZeptoMail

Secure and reliable transactional email sending service.

ZeptoMail
 
Calendar

Online business calendar to manage events and schedule appointments.

Calendar
 
Learn

Knowledge and learning management platform.

Learn
 
Voice

Cloud Contact Center Software for businesses.

Voice
 
ToDo

Collaborative task management for individuals and teams.

ToDo
 
Tables

Work management tool to connect people, processes, and information.

Tables
 
FREE
PDF Editor

Collaborative online PDF editing tool.

PDF Editor
 
Suites
Workplace

Application suite built to improve team productivity and collaboration.

Workplace

Human Resources

 
People

Organize, automate, and simplify your HR processes.

People
 
Recruit

Intuitive recruiting platform built to provide hiring solutions.

Recruit
 
Expense

Effortless expense reporting platform.

Expense
 
Workerly

Manage temporary staffing with an employee scheduling solution.

Workerly
 
NEW
Payroll

Payroll software with automated tax payments and filing.

Payroll
 
Shifts

Employee scheduling and time tracking app.

Shifts
 
Sign

Digital signature app for businesses.

Sign
 
Suites
People Plus

Comprehensive HR platform for seamless employee experiences.

People Plus

Security and IT Management

 
Creator

Build custom apps to simplify business processes.

Creator
 
Directory

Workforce identity and access management solution for cloud businesses.

Directory
 
FREE
OneAuth

Secure multi-factor authenticator (MFA) for all your online accounts.

OneAuth
 
Vault

Online password manager for teams.

Vault
 
Catalyst

Pro-code platform to build and deploy your apps.

Catalyst
 
Toolkit

Complete resource for any admin-related lookup queries.

Toolkit
 
Lens

Interactive remote assistance software with augmented reality.

Lens
 
Assist

Remote support and unattended remote access software.

Assist
 
QEngine

Test automation software to build, manage, execute, and report testcases.

QEngine
 
NEW
RPA

Automate manual, tedious, and repetitive tasks easily.

RPA

BI and Analytics

 
Analytics

Modern self-service BI and analytics platform.

Analytics
 
Embedded BI

Embedded analytics and white label BI solutions, tailored for your needs.

Embedded BI
 
DataPrep

AI-powered data preparation service for your data-driven organization.

DataPrep
 
NEW
IoT

Harnessing IoT analytics for real-time operational intelligence.

IoT

Project Management

 
Projects

Manage, track, and collaborate on projects with teams.

Projects
 
Sprints

Planning and tracking tool for scrum teams.

Sprints
 
BugTracker

Automatic bug tracking software for managing bugs.

BugTracker
 
NEW
Solo

The all-in-one toolkit for solopreneurs.

Solo

Developer Platforms

 
Creator

Build custom apps to simplify business processes.

Creator
 
Flow

Automate business workflows by creating smart integrations.

Flow
 
Catalyst

Pro-code platform to build and deploy your apps.

Catalyst
 
Office Integrator

Built in document editors for web apps.

Office Integrator
 
ZeptoMail

Secure and reliable transactional email sending service.

ZeptoMail
 
QEngine

Test automation software to build, manage, execute, and report testcases.

QEngine
 
Tables

Work management tool to connect people, processes, and information.

Tables
 
NEW
RPA

Automate manual, tedious, and repetitive tasks easily.

RPA
 
NEW
Apptics

Application analytics for all apps.

Apptics
 
Embedded BI

Embedded analytics and white label BI solutions, tailored for your needs.

Embedded BI
 
NEW
IoT

Build, deploy, and scale IoT solutions for connected businesses.

IoT
 
DataPrep

AI-powered data preparation service for your data-driven organization.

DataPrep

IoT

 
NEW
IoT

Low-code IoT platform and solutions for connected businesses.

IoT

Search Result

 
CRM Plus

Unified platform to deliver top-notch customer experience.

Try now
CRM Plus
 
Service Plus

Unified platform for customer service and support teams.

Try now
Service Plus
 
Finance Plus

All-in-one suite to manage your operations and finances.

Try now
Finance Plus
 
People Plus

Comprehensive HR platform for seamless employee experiences.

Try now
People Plus
 
Workplace

Application suite built to improve team productivity and collaboration.

Try now
Workplace
 
Marketing Plus

Unified marketing platform for marketing teams.

Try now
Marketing Plus
 
All-in-one suite

Zoho One

The Operating System for Business

Run your entire business on Zoho with our unified cloud software, designed to help you break down silos between departments and increase organizational efficiency.

TRY ZOHO ONE
Zoho One
Zoho Marketplace

With over 2000 ready-to-use extensions across 40+ categories, connect your favorite business tools with the Zoho products you already use.

EXPLORE MARKETPLACE
Marketplace
Skip to main content
This help page is for users in Creator 5. If you are in the newer version (Creator 6), click here. Know your Creator version.

Understand prediction field

The Prediction field uses Zoho's Artificial Intelligence (AI) to predict the value of a field in your form. It analyzes the data in your form, then uses machine learning to create a model that's capable of predicting a field value for all future records

Imagine that you've built an order management app using Creator, and you want to share the expected delivery date with your customers. From experience, you know that the time it takes for an order to be delivered is influenced by factors such as the type of product being ordered (a refrigerator may take more time than a TV to be delivered), the number of units being ordered (quantity), who the delivery partner is (some partners would be prompt, some may be delayed a little intermittently). Here's how you would use the prediction field in this case:

  1. Identify what data point you want to predict. Since you want to estimate the expected delivery date, the prediction's base is "Delivery Date", which is the field that stores the actual date orders are delivered
  2. Identify what data points you want to use for prediction. In this case, the dependent fields are the "Delivery Partner", "Quantity", and "Product Type" fields (as mentioned above).
  3. Ensure that your "Orders" form has as many records as possible. You can have the AI use all the records in that form, or set a criteria to define the records that are to be used for training the model.
  4. Add a prediction field to your form where:
    • "Delivery Date" is the base field
    • "Delivery Partner", "Quantity", and "Product Type" are the dependent fields
    • All or selected records in your form are used as the training data. You can opt to use a specific set of records by defining a criteria.

As its value is estimated by the AI, the prediction field will appear disabled on your form, which indicates to your users that they cannot enter an input in it.

Features

Supported field types

Field types that can be selected as the base and dependent field: number, decimal, percent, currency, drop down, radio, date, and date-time.

Lookup (single-select) and users field support has been deprecated as on 16 May 2022. The models currently created using these two fields will work as usual but new model creation using these two fields will not be possible henceforth owing to the changes in the data model.

Base field and dependent fields

  • Base field is the field for which you want to predict the value
  • Dependent fields are the fields that you want the AI to use for prediction
  • Only the supported field types can be selected as the base and dependent fields
Once added, the prediction's base and dependent fields cannot be changed. However, you can retrain the model.

Model training and retraining

Prediction relies on a substantial amount of data. The AI analyzes your data and "learns" from it to build the model. This model is the one that will predict the field value for all future records. The presence of a large number of records will help the AI to build a more reliable model.

When you add a prediction field to your form, you'll have to define the training data set (the records that the AI will analyze and learn from to create the predictive model). Once the training set is identified, it cannot be changed. However, the prediction model can be retrained.

The status of the model will be reflected in the prediction field's Field Properties:

  • When the model is being trained, you'll see Model training in progress
  • Once the AI has successfully analyzed your data and built the model, the model's Accuracy will appear
  • Since new data is always being generated, we recommend that you periodically retrain your model. This helps in improving the predictive model's reliability (how dependable it is for making the prediction).
    • When you click Retrain, you'll again see Model training is in progress
    • Once the model retraining is successful, you'll see the new model's accuracy
    • If the model training fails, you'll see Model training has failed. Meanwhile, the previous working model will be used for prediction.

Other field properties

Related topics

Still can't find what you're looking for?

Write to us: support@zohocreator.com