LogoLogo
Get a demoLog inAcademyDevelopersMore docs
  • Bird CRM docs
    • Explore all products
    • Use cases
      • Bird for travel
        • Abandoned search recovery
        • Flight confirmation
        • Holiday search campaigns
        • Price change alerts
    • About Bird CRM
  • Inbox
    • Inbox
      • Concepts
        • Reports
      • Admin guide
        • Agents
          • Invite an agent to Inbox
          • Remove an agent from Inbox
          • FAQs
        • Tags
        • Routing
        • Teams
        • Feeds
        • Sender profiles
        • Reporting
      • Agent guide
        • 📚1. The basics
        • ⏰2. Your availability status
        • ✉️3. Send and receive messages
        • đź’¬4. Manage conversations
        • 👥5. View conversation participants
        • 👤6. View a contact's profile
  • Campaigns
    • Campaigns
      • Quickstarts
        • Send a campaign
      • Concepts
        • A/B tests
          • FAQs
        • Branded links
        • Calendar view
        • Campaign tags
        • Frequency limits
        • Scheduling
      • How-to
        • Schedule a campaign
        • Run an A/B test
        • Replicate a campaign
    • WhatsApp campaigns
      • How-to
        • Send a WhatsApp campaign
    • Email campaigns
      • How-to
        • Send an email campaign
    • SMS campaigns
      • Concepts
        • Best practices for MMS campaigns
      • How-to
        • Send an SMS campaign
    • Push notifications
      • How-to
        • Send a push notification campaign
    • New Campaign Builder
  • Automation
    • Journeys
      • Quickstarts
        • Create an abandoned cart recovery journey
      • Concepts
        • Journey templates
        • Journey runs
        • Journey insights
        • Journey reports
      • How-to
        • Use a send message step in a journey
        • Use a wait step in a journey
        • Use a conditional step in a journey
        • Use an update contact step in a journey
        • Use an end journey step in a journey
    • Flows
      • Quickstarts
        • Use template flows
        • Build an inbound flow
      • Concepts
        • Capabilities and limitations
        • Triggers
          • Agent triggers
          • Connector triggers
            • HubSpot triggers
          • Contact triggers
          • Conversation triggers
          • Feed item triggers
          • Message lifecycle triggers
          • Voice triggers
          • Webhook triggers
          • HTTP endpoint trigger
          • WhatsApp flow endpoint trigger
        • Actions
          • Bird API actions
            • Bots actions | API
            • Channel actions | API
            • Collaboration actions | API
            • Conversation actions | API
            • Engagements actions | API
            • Number management actions | API
          • Core actions
            • How to set up global variables in Flows
            • How to use the Filter Array Step
            • How to use the "Await Webhook" Step in Flows
          • Contact actions
          • Channel actions
          • Conversation actions
          • Connector actions
            • HubSpot actions
            • Open AI actions
          • Voice actions
      • How-to
        • Route conversations based on language
        • Route conversations based on sentiment
        • Set up a business hours auto-responder
        • Create a simple auto-responder
        • Set up conversational marketing
        • Create an FAQ bot
        • How to Match Regex in Flows
    • Approval Flow
  • Audience & Contacts
    • Sign-up forms
      • Quickstarts
        • Create a sign-up form
        • Create quizzes
      • Concepts
        • Sign-up process
        • Display
        • Colors
        • Targeting
        • Languages
        • Sign-up form analytics
    • Lists and segments
      • Quickstarts
        • Create a segment
      • Concepts
        • Segments
        • Lists
      • How-to
        • Create a segment based on contact activity
        • View contacts in a segment
        • Edit the setup of a segment
        • Delete a segment
        • Create a list
    • Contacts
      • Concepts
        • Contacts
        • Contacts directory
        • Contact profiles
        • Consent and subscriptions
          • Suppressions
          • Managing unsubscribes
          • Opt-ins, consent, and subscription statuses
            • Contacts with a 'blank' subscription status
      • How-to
        • Add contacts
        • Update the subscription status of your existing contacts
        • Send marketing campaigns to contacts with a 'blank' subscription status
        • Export contacts
        • How to bulk delete contacts
  • Content
    • Email templates
      • Concepts
        • Email content, styling, and personalization
        • Email design best practices
        • Advanced Email Templating
      • How-to
        • Create an email template
        • Import a custom HTML email
        • Use a prebuilt email template
        • Create personalized abandoned cart, browse and order placed emails
    • Message templates
      • Quickstarts
        • Create a message template
      • Concepts
        • Localization
        • Versioning
        • WhatsApp message templates
          • WhatsApp approved message templates
          • Reply to open conversation message template
          • Commerce messages
        • Apple Messages for Business
        • Push notifications
      • How-to
        • Localize a message template
        • Add variables to a message template
        • Create an SMS message template
        • Apple Messages for Business
          • Use dynamic variables in Apple Messages templates
          • Create a text Apple Messages template
          • Create an image Apple Messages template
          • Create a location Apple Messages template
          • Create a file Apple Messages template
          • Create a rich link Apple Messages template
          • Create a list picker Apple Messages template
          • Create authentication Apple Messages message types
          • Create a quick reply Apple Messages template
          • Create a time picker Apple Messages template
          • Create an iMessage App message template
          • Create a payment Apple Messages template
        • WhatsApp message templates
          • Create a WhatsApp approved message template
          • Create a reply to open conversation WhatsApp message template
          • Create a single product WhatsApp message template
          • Create a catalog WhatsApp message template
          • Create a coupon WhatsApp message template
          • Create an action WhatsApp message template
          • Create a limited time offer WhatsApp message template
          • Create a carousel WhatsApp message template
          • Create Approved WhatsApp Flows Template
          • Create reply to open conversation WhatsApp Flows Template
        • Create Push Notifications message templates
    • Chat widgets
      • Concepts
        • Send and receive messages
      • How-to
        • Build and install a chat widget on a Shopify store
        • Build and install a chat widget on your website
    • Media Library
      • How to Upload Images to the Media Library
    • Translation files
      • Creating and using translation files
    • External Data Sources
    • Lookup Tables
    • Discounts
    • Lookup tables
      • Managing lookup tables
      • Using lookup tables in Flows
    • Products
      • Custom Product Catalog Source
  • Analytics
    • Analytics
      • Concepts
        • Reporting metrics
        • Understanding the Attribution Model
        • List-unsubscribe in email headers
        • Understand Open Tracking
    • Channel analytics
      • Concepts
        • Channel logs
      • How-to
        • Analyze the performance of your channels
    • Campaign reports
      • Concepts
        • WhatsApp campaign reports
        • Email campaign reports
        • SMS campaign reports
      • How-to
        • View campaign reports
        • View A/B test campaign reports
        • See an overview campaign performance
  • Channels
    • Channels
      • Concepts
        • Quiet hours
      • Quickstarts
        • Find and install a channel
        • View information about an installed channel
        • View Channel Logs
      • Supported channels
        • Apple Messages for Business
          • Quickstarts
            • Install Apple Messages for Business
            • Use Apple Messages for Business
          • Concepts
            • Typing indicators
            • User device capabilities
          • How-to
            • Complete onboarding
            • Use entry points
            • Route messages
            • Send messages
            • Use Apple Pay
        • Email
          • Install email
          • Forwarding emails from Gmail
          • IP pools
          • Configure BIMI
        • Facebook Messenger
          • Install Facebook Messenger
          • Use Facebook Messenger
          • Facebook Messenger message types
        • Instagram Messaging
          • Install Instagram Messaging
          • Use Instagram Messaging
          • FAQs and Best Practices
          • Instagram message types
        • LINE
          • Install LINE
        • LinkedIn Pages Messaging
          • Install LinkedIn Pages messaging
          • Use LinkedIn Pages Messaging
          • LinkedIn Pages Messaging Types
        • Numbers
          • Quickstarts
            • Find and buy a new number
            • Activate a number
          • Concepts
            • Number types
            • Know-Your-Customer (KYC)
            • Activation, approval, and rejection
            • Number restrictions in China
          • How-to
            • Use a number
            • Cancel a number
            • Troubleshooting
            • FAQs
        • Push notifications
        • Google RCS
          • Create a Google RCS agent and install Google RCS as a channel
          • Testing and launching your agent
          • Create a Google RCS message template
          • RCS message template types
          • Create and send a Google RCS campaign
          • Create an RCS lead nurture journey with a fallback
          • Use RCS with an AI Agent
          • Grow RCS subscribers with a sign-up form
        • SMS
          • Quickstarts
            • Install SMS
            • Toubleshoot SMS Deliveries Faliures
            • (Missing) SMS delivery status
            • Troubleshoot Channel Health
          • Concepts
            • SMS parts and message length
            • SMS message types and compliance
            • Opt-in and opt-out compliance
            • Choose the right sender : Availability and restrictions by country
              • SMS Country Information Guide: Africa (A-L)
              • SMS Country Information Guide: Africa (M-Z)
                • South Africa
                • Nigeria
              • SMS Country Information Guide: Asia (A-K)
                • Japan
                • India
                • China
              • SMS Country Information Guide: Asia (L-Z)
                • Malaysia
                • Singapore
              • SMS Country Information Guide: Caribbean
              • SMS Country Information Guide: Central America
              • SMS Country Information Guide: Europe (A-M)
              • SMS Country Information Guide: Europe (N-Z)
              • SMS Country Information Guide: Middle East
                • United Arab Emirates
              • SMS Country Information Guide: North America
                • Messaging Best Practices - NORAM SMS / MMS
                • Canada
                • United States
                • Prohibited Content - NORAM SMS / MMS
              • SMS Country Information Guide: Oceania
                • New Zealand
                • Australia
              • SMS Country Information Guide: South America
            • MMS sizes and limitations
            • Automatic sender selection
            • SMS Registration
              • Use case requirements for SMS Registration
              • Setting up a SMS consent flow
              • SMS Privacy Policies
              • SMS Toll-free number
                • TFN Verification
                • Additional Costs for using TFN
                • How-to Guides
                  • Purchase a Toll Free Number via Bird
                  • Register a US or Canadian TFN for SMS via Bird
              • SMS 10DLC
                • How-to Guides
                  • Purchase a 10DLC number via Bird
                  • Register a 10DLC brand via Bird
                  • Register a 10DLC campaign via Bird
                  • Install SMS 10DLC
                  • Delete inactive 10DLC campaigns to avoid additional charges
                • Throughput and Daily Caps
                • Brand registration
                • Campaign registration
                • Additional costs for using 10DLC
                • 10DLC FAQs
            • Page 1
        • WhatsApp
          • Quickstarts
            • Before you start
            • Install WhatsApp
          • Concepts
            • WhatsApp for Business
            • Accounts and verification levels
              • Verified Facebook Business Manager Account
              • Official WhatsApp Business Account (Green tick)
            • Use WhatsApp
            • WhatsApp message types
            • WhatsApp's Customer Care Window
            • FAQs
          • How-to
            • Verify your Facebook Business Manager Account
            • Set up commerce messaging
              • Product inquiries
              • Product orders
            • Create a WhatsApp Flow
              • Create a flow
              • Testing your flow
              • Publishing and sending your flow
              • Handling Flow submission
            • Enable conversational components
            • Become a WhatsApp Tech Provider
              • Onboard as a Tech Provider
              • Connecting to Bird as solutions provider
              • Meta Tech Partner Migration 2024
            • Migrate from Bird to another BSP (Business Service Provider)
        • Telegram
          • Install Telegram
          • Bot commands setup
  • AI
    • AI
      • Quickstarts
        • Create an FAQ model
        • Build a detect intent model
      • Concepts
        • AI Assistants
          • Agent Assistant
          • Flows Assistant
          • Studio Assistant
          • FAQ Assistant
          • Audience Assistant
        • AI flow actions
        • AI integrations
        • Detect language: Supported languages
      • How-to
        • Set up and deploy automated FAQs
        • Set up and deploy detect intent models
    • AI Agents
      • Concepts
        • Knowledge bases
        • OpenAI token usage
      • How-to
        • Build a knowledge base
        • Set up an AI Agent
        • Deploy an AI Agent
  • Payments
    • Bird Pay (Beta)
      • Quick Start
        • How to get Bird Pay access?
      • Concepts
        • Onboarding
        • Payment Link
        • Wallet
          • Transfer
          • Recipient
        • Payments
          • Disputes
        • My customers
        • Payouts
        • Payment methods
        • Bird Pay Coverage
        • Strong Customer Authentication (SCA)
      • How-to
        • Create a Payment link
        • Refund a Payment
        • Manage Payout
        • Respond to a Dispute
        • How to set up MFA using the Authenticator app?
      • FAQs
        • Why was my onboarding unsuccessful?
        • How do I update my business address?
        • What are foreign currency fees on my Bird Payments?
        • How to raise an issue with Bird Pay with support?
  • Integrations
    • Integrations
      • Quickstarts
        • Find and install an integration
      • Concepts
        • Integration data sync
      • Supported integrations
        • ActiveCampaign
        • OPERA Cloud
        • Calendly
        • Easyship
        • Google Cloud Translation AI
        • HubSpot
        • Magento 1
        • Magento 2
        • Monday.com
        • Notion
        • OpenAI
        • Rebrandly
        • Salesforce
        • Shopify
        • SugarCRM
        • Zoho CRM
        • TikTok Ads
        • Typeform
        • WooCommerce
        • Zendesk Support
        • Google BigQuery
        • Snowflake
        • Amazon S3
        • Salesforce Marketing Cloud
        • Meta ads
        • Google Ads
      • How-to
        • How to integrate the Salesforce Connector on Bird?
        • How to Delete Contacts in Bird when Deleted in Salesforce
  • Account & Billing
    • Account
      • Organization settings
        • General
        • Single-Sign On (SSO)
          • Set up Single-Sign On (SSO)
          • Enforce Single-Sign On (SSO)
          • Entra ID
          • Google Workspaces
          • Okta
        • SCIM
          • Okta setup
          • Okta setup - Workspace IAM
          • Entra ID
        • Security Settings
        • Business profile
        • Workspaces
        • Plans & Billing
        • Wallets
        • Users
        • Access policies
        • Access roles
        • Access keys
        • How to find your Organization ID
        • How to find a Workspace ID
        • How to limit a user's access to a single workspace
        • How to download usage report?
        • How to pay (settle) invoices via wallet?
  • Help & Reference
    • Bird support
      • Invite Bird support
    • Deliverability & compliance
      • Email compliance - Bulk sending
      • United States SMS/MMS compliance
        • Key US Regulations
        • General US content restrictions
        • US SMS/MMS compliance
        • US Voice compliance
        • US state-level laws and regulations
        • US compliance & best practices checklist
        • US compliance FAQs
      • Singapore SMS Compliance
    • Data protection
      • Approved subprocessors
    • Release notes
    • Glossary
Powered by GitBook
On this page
  • Step one: Choose a topic for your intent model
  • Step two: Identify popular intents in your topic
  • Step three: Create match phrase variations
  • Step four: Define irrelevant content
  • Step five: Test your model
  • Step six: Use your detect intent model

Was this helpful?

  1. AI
  2. AI
  3. Quickstarts

Build a detect intent model

Detect intent models use natural language processing (NLP) to understand what your customers are talking about and provide them with the information that they need, you’ll first need to set up intent recognition.

Step one: Choose a topic for your intent model

Begin by choosing a single topic, such as “Exchange” or “Return” for your intent model.

By choosing a single topic, you can keep your model focused and organized. You can create more models for your other intents later.

Step two: Identify popular intents in your topic

Select at least two of your most frequently asked questions within the topic that you’ve chosen.

For example, if your topic is “Returns”, your two most commonly received phrases might be:

  • “I want to return my product”

  • “How do I return my product?”

More examples:

Intent
Definition

Plant care

Questions about common pests and diseases that might affect your customer’s houseplants, and strange plant symptoms.

Sale

Inquiries from customers who want to purchase plants or plant accessories.

Complaints

Complaints about service and orders.

Step three: Create match phrase variations

Next, it’s time to generate variations of these intent-matching phases. Matching phrases are example questions or inquiries that you might expect to receive from your customers. By providing our machine learning model with these example training phrases, you will train it to analyze and categorize incoming messages as accurately as possible. Think about the different ways in which your customers might phrase their intent.

For example, the phrase “I want to return my product” might also be phrased like these questions:

  • “How do I return my product?”

  • “I need to return this product”

  • “Return product”

Come up with as many variations of each intent as you can think of. Ten is a good number to aim for!

More examples:

Training phase
Intent

I’d like to buy a monstera

Sales

What small houseplants can I buy?

Sales

What plants are suitable for a bathroom with no natural light?

Sales

I have tiny black flies in my soil

Plant care

Why is my cactus mushy?

Plant care

My ficus keeps dropping leaves

Plant care

My order has missing items

Complaint

I never received my order

Complaint

When my plants arrived they were already dead

Complaint

Step four: Define irrelevant content

Irrelevant content is any phrase that your customer might write that doesn’t correspond to the intents in your model.

By default, the model will automatically categorize a question as “irrelevant” if it can’t find a matching intent.

You can choose to add irrelevant content when you’re training your model, to provide it with examples of phrases that you don’t want it to detect.

Step five: Test your model

Once you’ve built your model, you can test your model to see how well it works. If you don’t get the results you expect, you can go back to your intents and refine them to improve the accuracy of the intents the model provides.

Step six: Use your detect intent model

Now that you’ve created your detect intent model, you can deploy this model using the detect intent action within Flows.

Last updated 1 year ago

Was this helpful?