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TASK-001
E-commerce
Place an order for a pair of shoes
[ { "step_number": 1, "action": "User navigates to the shoes section of the website and selects a pair of shoes", "reasoning": "Users typically browse through different categories to find products they are interested in purchasing. In this case, the user is looking for shoes." }, { "step_number":...
The order is placed successfully and the user is redirected to a thank you page.
medium
TASK-002
E-commerce
Search for a specific product
[ { "step_number": 1, "action": "User searches for 'running shoes' in the search bar", "reasoning": "Users often use search functionalities to find specific products they are looking for, especially if they have a specific product in mind." }, { "step_number": 2, "action": "User filters the s...
The order is placed successfully and the user is redirected to a thank you page.
medium
TASK-003
E-commerce
Place an order for groceries
[ { "step_number": 1, "action": "User navigates to the grocery section of the website and selects items", "reasoning": "Users typically browse different sections of the website to find the products they need, especially for grocery orders." }, { "step_number": 2, "action": "User adds items to ...
The order is placed successfully and the user receives a confirmation message.
medium
TASK-004
E-commerce
View product reviews
[ { "step_number": 1, "action": "User clicks on the 'View Reviews' button on a product page", "reasoning": "Users often want to see other customers' feedback before making a purchase, which is why the 'View Reviews' button is usually prominently displayed on product pages." }, { "step_number": 2, ...
The user decides whether to proceed with the purchase based on the reviews they read.
easy
TASK-005
E-commerce
Manage order status
[ { "step_number": 1, "action": "User logs into their account and navigates to the order history section", "reasoning": "Users often need to check the status of their orders, orders, especially if they are tracking a specific order. The order history section is usually a prominent part of their account d...
The user views the order details and can update their account information if necessary.
medium
TASK-006
E-commerce
Cancel an order
[ { "step_number": 1, "action": "User logs into their account and navigates to the order history section", "reasoning": "Users often need to check their order history to locate the order they want to cancel. The order history section is a common place to find this information." }, { "step_number"...
The user receives a confirmation message that their order has been successfully canceled.
medium
TASK-007
E-commerce
Track an order
[ { "step_number": 1, "action": "User logs into their account and navigates to the order tracking section", "reasoning": "Users often need to track the status of their orders, orders, especially if they are concerned about the delivery process. The order tracking section is usually a prominent part of th...
The user views the order's delivery status and can update their account information if necessary.
medium
TASK-008
E-commerce
Change shipping address
[ { "step_number": 1, "action": "User logs into their account and navigates to the shipping address section", "reasoning": "Users often need to update their shipping address, especially if they want to change it for a specific order. The shipping address section is usually a prominent part of their accoun...
The user receives a confirmation message that their shipping address has been successfully updated.
medium
TASK-009
E-commerce
Change payment method
[ { "step_number": 1, "action": "User logs into their account and navigates to the payment section", "reasoning": "Users often need to update their payment information, information, especially if they want to change their preferred method. The payment section is usually a prominent part of their account ...
The user receives a confirmation message that their payment method has been successfully updated.
medium
TASK-010
E-commerce
Manage order preferences
[ { "step_number": 1, "action": "User logs into their account and navigates to the order preferences section", "reasoning": "Users often need to manage their order preferences, such as their shipping address, payment method, and delivery options. The order preferences section is usually a prominent part ...
The user receives a confirmation message that their order preferences have been successfully updated.
medium
T-001
Healthcare
Reschedule a future appointment due to unexpected travel
[ { "step_number": 1, "action": "Navigate to the patient portal and select the 'My Appointments' section", "reasoning": "Users need to access their appointment schedule to find the appointment that needs rescheduling." }, { "step_number": 2, "action": "Locate the appointment in question and cl...
The patient's portal displays the updated appointment schedule with the new date and time
medium
T-002
Healthcare
Cancel an appointment due to illness
[ { "step_number": 1, "action": "Navigate to the patient portal and select the 'My Appointments' section", "reasoning": "Users need to access their appointment schedule to find the appointment that needs cancellation." }, { "step_number": 2, "action": "Locate the appointment in question and cl...
The patient's portal displays the updated appointment schedule without the canceled appointment
medium
T-003
Healthcare
Request a new appointment with a specialist
[ { "step_number": 1, "action": "Navigate to the patient portal and select the 'Book Appointment' option", "reasoning": "Users need to start the appointment booking process to find a specialist." }, { "step_number": 2, "action": "Select the 'Specialist Appointment' option", "reasoning": "U...
The patient's portal confirms the new appointment with the specialist and sends the appointment details to the user and the specialist
medium
T-004
Healthcare
Get an appointment with a new doctor
[ { "step_number": 1, "action": "Navigate to the patient portal and select the 'My Appointments' section", "reasoning": "Users need to access their existing appointments to find an available date and time." }, { "step_number": 2, "action": "Locate an available date and time by scrolling throug...
The patient's portal confirms the new appointment with the new doctor and sends the appointment details to the user and the new doctor
medium
T-005
Healthcare
Reschedule a recurring appointment
[ { "step_number": 1, "action": "Navigate to the patient portal and select the 'My Recurring Appointments' section", "reasoning": "Users need to access their recurring appointments to find the one that needs rescheduling." }, { "step_number": 2, "action": "Locate the recurring appointment in ...
The patient's portal displays the updated appointment schedule with the new date and time for the recurring appointment
medium
T-006
Healthcare
Request a consultation with a specialist
[ { "step_number": 1, "action": "Navigate to the patient portal and select the 'Request a Consultation' option", "reasoning": "Users need to access the consultation request function to find a specialist." }, { "step_number": 2, "action": "Select the 'Specialist Consultation' option", "reas...
The patient's portal confirms the consultation request with the specialist and sends the request details to the user and the specialist
medium
T-007
Healthcare
Request a prescription refill
[ { "step_number": 1, "action": "Navigate to the patient portal and select the 'My Medications' section", "reasoning": "Users need to access their medication history to find the prescription they need to refill." }, { "step_number": 2, "action": "Locate the prescription in question and click o...
The patient's portal confirms the prescription refill request and sends the request details to the user and the pharmacy
medium
T-008
Healthcare
Request a new medication
[ { "step_number": 1, "action": "Navigate to the patient portal and select the 'My Medications' section", "reasoning": "Users need to access their medication history to find the type of medication they need to request." }, { "step_number": 2, "action": "Locate the 'Add Medication' option and c...
The patient's portal confirms the new medication request and sends the request details to the user and the pharmacy
medium
T-009
Healthcare
Request a consultation with a specialist for a new diagnosis
[ { "step_number": 1, "action": "Navigate to the patient portal and select the 'Request a Consultation' option", "reasoning": "Users need to access the consultation request function to find a specialist." }, { "step_number": 2, "action": "Select the 'Specialist Consultation' option", "reas...
The patient's portal confirms the consultation request with the specialist and sends the request details to the user and the specialist
medium
TASK-001
Banking
Request a transfer from my savings account to my checking account
[ { "step_number": 1, "action": "Open the banking app on my smartphone", "reasoning": "The user needs to access the banking app to initiate the transfer from their device." }, { "step_number": 2, "action": "Select the 'Transfer Funds' option from the app menu", "reasoning": "This action i...
The transfer is initiated and the savings account is debited while the checking account is credited with the specified amount.
easy
TASK-002
Banking
Request a transfer from my primary account to a secondary account
[ { "step_number": 1, "action": "Sign in to the online banking portal using my credentials", "reasoning": "The user needs to access their online banking portal to initiate the transfer." }, { "step_number": 2, "action": "Navigate to the 'Transfer Funds' section in the portal", "reasoning"...
The transfer is initiated and the primary account is debited while the secondary account is credited with the specified amount.
medium
TASK-003
Banking
Request a transfer from my corporate account to my personal account
[ { "step_number": 1, "action": "Log into the corporate banking account via the provided credentials", "reasoning": "The user needs to access their corporate banking account to initiate the transfer." }, { "step_number": 2, "action": "Select the 'Transfer Funds' option from the account dashboa...
The transfer is initiated and the corporate account is debited while the personal account is credited with the specified amount.
medium
TASK-004
Banking
Request a transfer from my primary account to a new secondary account
[ { "step_number": 1, "action": "Open the banking app and log in using my credentials", "reasoning": "The user needs to access their banking app to initiate the transfer." }, { "step_number": 2, "action": "Navigate to the 'Transfer Funds' section and select 'New Account'", "reasoning": "Th...
The transfer is initiated and the primary account is debited while the new secondary account is credited with the specified amount.
medium
TASK-005
Banking
Request a transfer from my account to a friend's account using a QR code
[ { "step_number": 1, "action": "Open the banking app and select the 'Transfer Funds' option", "reasoning": "The user needs to access their banking app to initiate the transfer." }, { "step_number": 2, "action": "Enter the recipient's account number and the transfer amount", "reasoning": "...
The transfer is initiated and the source account is debited while the friend's account is credited with the specified amount.
easy
TASK-006
Banking
Request a transfer from my corporate account to a personal account with a manual review process
[ { "step_number": 1, "action": "Log into the corporate banking account and navigate to the 'Transfer Funds' section", "reasoning": "The user needs to access their corporate banking account to initiate the transfer." }, { "step_number": 2, "action": "Enter the personal account number and the t...
The transfer is initiated and the corporate account is debited while the personal account is credited with the specified amount after the manual review process is completed.
hard
TASK-007
Banking
Request a transfer from my account to a friend's account using a pre-uploaded QR code
[ { "step_number": 1, "action": "Open the banking app and select the 'Transfer Funds' option", "reasoning": "The user needs to access their banking app to initiate the transfer." }, { "step_number": 2, "action": "Enter the recipient's account number and the transfer amount", "reasoning": "...
The transfer is initiated and the source account is debited while the friend's account is credited with the specified amount.
medium
TASK-008
Banking
Request a transfer from my personal account to a corporate account with a multi-step approval process
[ { "step_number": 1, "action": "Open the banking app and select the 'Transfer Funds' option", "reasoning": "The user needs to access their banking app to initiate the transfer." }, { "step_number": 2, "action": "Enter the corporate account number and the transfer amount", "reasoning": "En...
The transfer is initiated and the personal account is debited while the corporate account is credited with the specified amount after the multi-step approval process is completed.
hard
TASK-009
Banking
Request a transfer from my personal account to a corporate account with a manual review process
[ { "step_number": 1, "action": "Open the banking app and select the 'Transfer Funds' option", "reasoning": "The user needs to access their banking app to initiate the transfer." }, { "step_number": 2, "action": "Enter the corporate account number and the transfer amount", "reasoning": "En...
The transfer is initiated and the personal account is debited while the corporate account is credited with the specified amount after the manual review process is completed.
medium
TASK-0010
Banking
Request a transfer from my personal account to a corporate account with an automatic approval process
[ { "step_number": 1, "action": "Open the banking app and select the 'Transfer Funds' option", "reasoning": "The user needs to access their banking app to initiate the transfer." }, { "step_number": 2, "action": "Enter the corporate account number and the transfer amount", "reasoning": "En...
The transfer is initiated and the personal account is debited while the corporate account is credited with the specified amount after the automatic approval process is completed.
easy
TASK-001
SaaS
Set up a trial account and understand basic features.
[ { "step_number": 1, "action": "Navigate to the website and click on 'Try It Free' button.", "reasoning": "Users need to start their journey by visiting the website and initiating the free trial to explore the platform." }, { "step_number": 2, "action": "Fill out the registration form with em...
User has a trial account and can navigate the dashboard with basic features.
easy
TASK-002
SaaS
Get help with setting up API keys and understanding API documentation.
[ { "step_number": 1, "action": "Open the API documentation section on the website.", "reasoning": "Users need to find the section that provides information on API keys and how to use them." }, { "step_number": 2, "action": "Search for API key setup in the documentation.", "reasoning": "Us...
User has successfully created an API key and can integrate and test it in their application.
medium
TASK-003
SaaS
Request a support ticket for API issues.
[ { "step_number": 1, "action": "Navigate to the support page on the website.", "reasoning": "Users need to find the support contact option to get assistance." }, { "step_number": 2, "action": "Fill out the support form with details about the API issue.", "reasoning": "Users need to provi...
User has successfully received a solution for their API issue and can continue using the SaaS.
medium
TASK-004
SaaS
Set up automated workflows using Zapier integration.
[ { "step_number": 1, "action": "Navigate to the Zapier integration section on the SaaS website.", "reasoning": "Users need to access the Zapier integration to set up automated workflows." }, { "step_number": 2, "action": "Select an event to trigger the automation.", "reasoning": "Users ne...
User has set up an automated workflow using Zapier integration and can monitor its progress.
medium
TASK-005
SaaS
Change billing information and subscription plan.
[ { "step_number": 1, "action": "Log into the SaaS account.", "reasoning": "Users need to access their account to make changes to their billing information." }, { "step_number": 2, "action": "Navigate to the billing section.", "reasoning": "Users need to find the section related to billing...
User has successfully updated their billing information and subscription plan.
medium
TASK-006
SaaS
Get help with setting up custom dashboards.
[ { "step_number": 1, "action": "Navigate to the custom dashboard section on the website. website.", "reasoning": "Users need to find the section where custom dashboards are set up." }, { "step_number": 2, "action": "Select a dashboard template or create a new one.", "reasoning": "Users ne...
User has created a custom dashboard and can view and use it for their needs.
medium
TASK-007
SaaS
Request a support ticket for integration issues.
[ { "step_number": 1, "action": "Open the support page on the SaaS website.", "reasoning": "Users need to access the support page to reach out to the support team for help." }, { "step_number": 2, "action": "Fill out the support form with details about the integration issue.", "reasoning":...
User has successfully received a solution for their integration issue and can continue using the SaaS.
medium
TASK-008
SaaS
Request a support ticket for API authentication issues. issues.
[ { "step_number": 1, "action": "Open the support page on the SaaS website.", "reasoning": "Users need to access the support page to reach out to the support team for help." }, { "step_number": 2, "action": "Fill out the support form with details about the API authentication issue.", "reas...
User has successfully received a solution for their API authentication issue and can continue using the SaaS.
medium
TASK-009
SaaS
Request a support ticket for custom API development.
[ { "step_number": 1, "action": "Open the support page on the SaaS website.", "reasoning": "Users need to access the support page to reach out to the support team for help." }, { "step_number": 2, "action": "Fill out the support form with details about the custom API development request.", ...
User has successfully received a solution for their custom API development request and can continue using the SaaS.
hard
TASK-0010
SaaS
Request a support ticket for integration issues.
[ { "step_number": 1, "action": "Navigate to the support page on the SaaS website.", "reasoning": "Users need to access the support page to reach out to the support team for help." }, { "step_number": 2, "action": "Fill out the support form with details about the integration issue.", "reas...
User has successfully received a solution for their integration issue and can continue using the SaaS.
medium
TASK-001
HR
Submit payroll data for the month of January
[ { "step_number": 1, "action": "Open HR software payroll module", "reasoning": "The payroll module is where payroll data is entered and processed." }, { "step_number": 2, "action": "Select 'New Pay Period' button", "reasoning": "Selecting the correct period is crucial to ensure the payrol...
Payroll data for January has been submitted and is awaiting approval.
medium
TASK-002
HR
Calculate and approve salaries for the month of January
[ { "step_number": 1, "action": "Open HR software payroll module", "reasoning": "The payroll module contains the tools needed to calculate and approve salaries." }, { "step_number": 2, "action": "Select 'Calculate Payroll' button", "reasoning": "This button automatically calculates the pay...
Salaries for the month of January have been calculated and approved.
medium
TASK-003
HR
Generate payroll reports for the month of January
[ { "step_number": 1, "action": "Open HR software payroll module", "reasoning": "This module is where payroll reports are generated and accessed." }, { "step_number": 2, "action": "Select 'Payroll Reports' option", "reasoning": "Payroll reports provide detailed information about the payrol...
Payroll reports for January have been generated and are ready for review.
medium
TASK-004
HR
Submit payroll data for the month of February
[ { "step_number": 1, "action": "Open HR software payroll module", "reasoning": "The payroll module is where payroll data is entered and processed." }, { "step_number": 2, "action": "Select 'New Pay Period' button", "reasoning": "Selecting the correct period is crucial to ensure the payrol...
Payroll data for February has been submitted and is awaiting approval.
medium
TASK-005
HR
Calculate and approve salaries for the month of February
[ { "step_number": 1, "action": "Open HR software payroll module", "reasoning": "The payroll module contains the tools needed to calculate and approve salaries." }, { "step_number": 2, "action": "Select 'Calculate Payroll' button", "reasoning": "This button automatically calculates the pay...
Salaries for the month of February have been calculated and approved.
medium
TASK-006
HR
Generate payroll reports for the month of February
[ { "step_number": 1, "action": "Open HR software payroll module", "reasoning": "This module is where payroll reports are generated and accessed." }, { "step_number": 2, "action": "Select 'Payroll Reports' option", "reasoning": "Payroll reports provide detailed information about the payrol...
Payroll reports for February have been generated and are ready for review.
medium
TASK-007
HR
Submit payroll data for the month of March
[ { "step_number": 1, "action": "Open HR software payroll module", "reasoning": "The payroll module is where payroll data is entered and processed." }, { "step_number": 2, "action": "Select 'New Pay Period' button", "reasoning": "Selecting the correct period is crucial to ensure the payrol...
Payroll data for March has been submitted and is awaiting approval.
medium
TASK-008
HR
Calculate and approve salaries for the month of March
[ { "step_number": 1, "action": "Open HR software payroll module", "reasoning": "The payroll module contains the tools needed to calculate and approve salaries." }, { "step_number": 2, "action": "Select 'Calculate Payroll' button", "reasoning": "This button automatically calculates the pay...
Salaries for the month of March have been calculated and approved.
medium
TASK-009
HR
Generate payroll reports for the month of March
[ { "step_number": 1, "action": "Open HR software payroll module", "reasoning": "This module is where payroll reports are generated and accessed." }, { "step_number": 2, "action": "Select 'Payroll Reports' option", "reasoning": "Payroll reports provide detailed information about the payrol...
Payroll reports for March have been generated and are ready for review.
medium
TASK-010
HR
Submit payroll data for the month of April
[ { "step_number": 1, "action": "Open HR software payroll module", "reasoning": "The payroll module is where payroll data is entered and processed." }, { "step_number": 2, "action": "Select 'New Pay Period' button", "reasoning": "Selecting the correct period is crucial to ensure the payrol...
Payroll data for April has been submitted and is awaiting approval.
medium
TASK-001
Real Estate
List a new property for sale
[ { "step_number": 1, "action": "Navigate to the property listing page", "reasoning": "Users need to access the property listing section to add a new property listing." }, { "step_number": 2, "action": "Enter property details", "reasoning": "Users must provide essential information such a...
The new property listing is published on the website and available for viewing by potential buyers.
easy
TASK-002
Real Estate
Edit a property listing
[ { "step_number": 1, "action": "Navigate to the property listing page", "reasoning": "Users need to access the property listing to make changes." }, { "step_number": 2, "action": "Update property details", "reasoning": "Users must update information such as property address, type, price, ...
The updated property listing is published on the website and available for viewing by potential buyers.
medium
TASK-003
Real Estate
Search for available properties
[ { "step_number": 1, "action": "Navigate to the property search page", "reasoning": "Users need to access the property search section to look for available listings." }, { "step_number": 2, "action": "Set search filters", "reasoning": "Users must specify criteria such as location, price r...
The user has reviewed the available properties and has selected a property for more details.
easy
TASK-004
Real Estate
Manage property listings
[ { "step_number": 1, "action": "Navigate to the property listing management page", "reasoning": "Users need to access the property listing management section to manage their listings." }, { "step_number": 2, "action": "Review all active listings", "reasoning": "Users must check all activ...
The user has reviewed all active listings, marked one as sold, deleted another, and saved their changes.
medium
TASK-005
Real Estate
Report a property issue
[ { "step_number": 1, "action": "Navigate to the property issue reporting page", "reasoning": "Users need to access the property issue reporting section to report any problems with a property." }, { "step_number": 2, "action": "Select the property", "reasoning": "Users must choose the prop...
The user has reported a property issue and is monitoring its resolution.
medium
TASK-006
Real Estate
Calculate property taxes
[ { "step_number": 1, "action": "Navigate to the property tax calculation page", "reasoning": "Users need to access the property tax calculation section to estimate their taxes." }, { "step_number": 2, "action": "Enter property details", "reasoning": "Users must provide essential informati...
The user has calculated their property taxes for the specified year.
easy
TASK-007
Real Estate
Manage property maintenance
[ { "step_number": 1, "action": "Navigate to the property maintenance page", "reasoning": "Users need to access the property maintenance section to manage the maintenance of their properties." }, { "step_number": 2, "action": "Select the property", "reasoning": "Users must choose the prope...
The user has managed the maintenance tasks for their property and is monitoring their progress.
medium
TASK-008
Real Estate
Manage property contracts
[ { "step_number": 1, "action": "Navigate to the property contract management page", "reasoning": "Users need to access the property contract management section to manage their property contracts." }, { "step_number": 2, "action": "Review all active contracts", "reasoning": "Users must che...
The user has reviewed all active contracts, updated one, and saved their changes.
medium
TASK-009
Real Estate
Manage property inspections
[ { "step_number": 1, "action": "Navigate to the property inspection page", "reasoning": "Users need to access the property inspection section to schedule and manage their property inspections." }, { "step_number": 2, "action": "Select the property", "reasoning": "Users must choose the pr...
The user has scheduled and monitored a property inspection.
easy
TASK-010
Real Estate
Manage property listings with multiple users
[ { "step_number": 1, "action": "Navigate to the property listing management page", "reasoning": "Users need to access the property listing management section to manage their listings with other users." }, { "step_number": 2, "action": "Assign the listing to other users", "reasoning": "Us...
The user has assigned the listing to other users, granted access, and is monitoring the listing status.
medium

Agentic AI Workflow Dataset (Sample)

Overview

A human-verified, synthetic dataset of step-by-step workflow logs designed for training Agentic AI models. Each record includes detailed Chain-of-Thought (CoT) reasoning chains for autonomous software navigation and task execution.

Dataset Details

  • Size: 59 workflow logs (Sample of a larger 5,000+ record dataset)
  • Domains: E-commerce, Healthcare, Banking, SaaS, HR, Real Estate
  • Format: JSONL (JSON Lines)
  • Verification: Human-reviewed for logical consistency and terminal artifact removal.

Data Schema

Each JSON object contains:

  • task_id: Unique identifier
  • domain: Industry/category
  • user_intent: The specific goal the user wants to achieve
  • steps: Array of actions, each containing a step_number, action, and reasoning
  • final_state: System state after completion
  • difficulty_level: easy / medium / hard

Use Cases

  • Fine-tuning LLMs for agentic workflows and autonomous software navigation
  • Reinforcement Learning from Human Feedback (RLHF) for reasoning chains
  • Training AI agents to understand UI/UX logic and step-by-step execution
  • Benchmarking AI reasoning capabilities across multiple enterprise domains

Licensing

  • Free: Academic and research use.
  • Commercial: Available for AI model training and enterprise deployment. Contact for custom dataset generation and full licensing.

Contact

For full dataset access, custom domain generation, or commercial licensing: hello@truzot.com

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