intent_type: transactional

text: Approve the model deployment


intent_type: commercial

text: Best MLOps platform for startup teams


text: Best no code tool for text labeling


text: Best sentence embedding model for search


decision_phase: consideration

intent_subtype: comparison

text: Compare AI search monetization platforms for publishers


text: Compare OpenAI embeddings and Sentence Transformers


text: Create a Hugging Face model repo


decision_phase: research

intent_subtype: education

text: Explain the basics of customer onboarding


Good morning, how are things


text: Help me understand how CRM tools work for startups


intent_type: prohibited

text: How do I bypass account security checks


decision_phase: support

intent_subtype: troubleshooting

intent_type: support

text: How do I recover deleted contacts?


How do I set goals for our first month using this tool?


How do I set up user permissions after we subscribe?


intent_type: informational

text: How do sequence classification models work?


text: How does buying a used car work?


text: How does prompt wording affect user intent?


decision_phase: decision

text: HubSpot or Pipedrive for our team right now?


I am concerned that transactional and ambiguous overlap


I am exhausted from hand labeling so many examples


I am happy that the obvious cases are working


I feel confused about where pricing questions belong


I feel optimistic now that the predictions make more sense


text: Is this the right time to switch from spreadsheets to a CRM?


text: Open the annotation dashboard


decision_phase: action

intent_subtype: booking

text: Reserve a test drive for tomorrow


text: Reserve my seat for the webinar


text: Schedule the retraining pipeline


text: Send me the benchmark report


text: Should I choose HubSpot or Pipedrive for our team?


intent_subtype: signup

text: Subscribe me to the product updates


text: Teach me the basics of CRM for a small team


text: The API is returning errors


text: The login code never arrived


text: The login form keeps rejecting my credentials


text: What CRM platforms should a real estate team consider?


text: What are the best CRM candidates for a growing startup?


intent_type: exploratory

text: What desktop options should I explore for gaming?


text: What does an ambiguous intent label mean?


text: What does confidence score mean in a classifier?


decision_phase: awareness

text: What is CRM software used for in a small business?


text: What is a CRM used for?


text: What is the role of a validation set?


text: What kinds of CRM are best for consultants?


text: What problems does CRM solve?


What should I do first after creating my workspace?


What should we do first after buying this platform?


text: What solutions can help monitor AI search visibility?


text: Which AI search analytics platform should we commit to?


intent_subtype: evaluation

text: Which CRM is easier for a 5-person sales team to adopt?


text: Which EV should I buy this year


text: Which classifier works best for small datasets


Write a welcome email for a free trial signup


text: book a table for 2 tonight


intent_type: ambiguous

text: can you clarify


text: can you expand on that


text: cheaper alternatives to Salesforce


text: compare HubSpot and Zoho for small teams


text: compare them


text: help me understand CRM basics


text: more affordable ones


text: sign me up for the newsletter


text: what about the pricing


text: what costs less


text: what costs less HubSpot or Zoho


text: what happens next


text: what is the purpose of a CRM


text: which CRM is better for a 3-person startup


text: which is better


text: why is that