Our Services
We help organizations unlock the full potential of their agentic conversation data through efficient and reliable data processing solutions.
- Voice Data Processing: Convert audio content into structured data using advanced workflows.
 - Data Cleaning: Identify, correct, and standardize data inconsistencies.
 - Text Extraction: Extract and structure information from long-form unsructured/semi-structure voice script.
 - Customized Reporting: Generate CSV, Excel, or JSON-based insights for business intelligence tools.
 
Our Simple 4-Step Process
1. Submit Data Samples
Provide your raw data samples and desired output to get started (check example for format). Also Let us know your data volume, budget and ETA.
2. Free Diagnosis & Quote
If your request is reasonable, we analyze your data and provide a quote within a business day.
3. Upload Data to AWS S3
Submit your data for cleaning securely to Amazon S3 cloud storage.
4. Data Cleaning & Delivery
We clean your data and deliver the results on time.
⚙️ Optional Ongoing Services
- Long-term management
 - Business need evolution/schema evolution handling
 - Automated integration options.
 
Example case
Raw data we processed: PDFs
Sample Tables Extracted from Conversations
dim_customer
Records information for customers such as customer ID, location, main issue raised in the conversation, final sentiment, etc.
| customer_id | customer_location | session_id | start_time | issue | final_sentiment | duration_sec | talk_ratios_customer | detected_action | 
|---|---|---|---|---|---|---|---|---|
| CUST-88922 | Chicago, IL | SESSION-EXP123456 | 2025-10-11T11:03:20Z | subscription_cancellation | positive | 785 | 0.45 | account_lookup, manual_cancellation, issue_refund, send_confirmation_email | 
| CUST-11223 | Seattle, WA | SESSION-MEMCANCEL789 | 2025-10-14T16:45:00Z | membership_cancellation | neutral | 480 | 0.35 | process_cancellation, inform_refund_policy | 
| CUST-55210 | Chicago, IL | SESSION-CANCEL1234 | 2025-10-14T21:30:45Z | membership_cancellation | positive | 720 | 0.32 | verify_account, explain_cancellation_policy, offer_alternative_plan, confirm_plan_switch | 
| CUST-44556 | San Francisco, CA | SESSION-MEMUPG456 | 2025-10-14T14:20:30Z | membership_upgrade | positive | 390 | 0.43 | inform_upgrade_benefits, process_membership_upgrade | 
| CUST-66778 | New York, NY | SESSION-MEMCAN789 | 2025-10-14T15:45:10Z | membership_cancellation | neutral | 460 | 0.42 | inform_cancellation_effects, process_membership_cancellation | 
| CUST-99223 | Austin, TX | SESSION-MEMREN101 | 2025-10-14T16:30:45Z | membership_renewal_inquiry_and_auto_renewal_disable | positive | 410 | 0.42 | inform_renewal_date, process_auto_renewal_disable | 
| CUST-88772 | Boston, MA | SESSION-MEMSTAT212 | 2025-10-14T17:15:22Z | membership_status_and_address_update | positive | 445 | 0.40 | verify_identity, inform_membership_status, process_address_update | 
| CUST-99821 | Chicago, IL | SESSION-MEMBEN339 | 2025-10-14T18:05:10Z | benefit_eligibility_check | positive | 395 | 0.44 | verify_purchase, confirm_promo_eligibility, inform_reward_details | 
| CUST-11730 | Seattle, WA | SESSION-MEMLOGIN415 | 2025-10-14T19:12:08Z | login_issue_password_reset | positive | 510 | 0.43 | verify_identity, identify_login_error, initiate_password_reset | 
| CUST-77015 | San Francisco, CA | SESSION-PAYMENT8732 | 2025-10-14T19:45:05Z | payment_issue | positive | 650 | 0.35 | verify_account, inform_payment_declined, update_payment_method, confirm_payment_success | 
| CUST-33017 | Boston, MA | SESSION-GROUPADD821 | 2025-10-14T21:04:23Z | group_membership_addition | positive | 615 | 0.48 | verify_identity, check_plan_limits, collect_family_info, add_group_members | 
| CUST-66182 | Austin, TX | SESSION-MEM998877 | 2025-10-11T14:10:00Z | membership_upgrade | positive | 524 | 0.44 | lookup_membership_status, confirm_upgrade_option, upgrade_membership, send_email_confirmation | 
| CUST-33490 | New York, NY | SESSION-UPGRADE5410 | 2025-10-14T20:05:12Z | membership_upgrade | positive | 600 | 0.38 | verify_account, explain_benefits, provide_pricing, confirm_upgrade, complete_upgrade | 
| CUST-11245 | Atlanta, GA | SESSION-CANCEL1023 | 2025-10-14T21:15:30Z | membership_cancellation | positive | 510 | 0.40 | verify_account, confirm_refund_eligibility, submit_refund_request, confirm_service_duration | 
| CUST-41288 | San Diego, CA | SESSION-UPGRADEINFO387 | 2025-10-14T23:22:46Z | membership_info_request | neutral | 425 | 0.43 | verify_identity, explain_plan_features, address_upgrade_concern, send_followup_email | 
| CUST-67301 | Atlanta, GA | SESSION-REACT5673 | 2025-10-14T23:52:12Z | reactivation_request | positive | 490 | 0.45 | verify_account, check_cancellation_history, present_reactivation_offer, switch_membership_plan, activate_account | 
| CUST-44819 | Providence, RI | SESSION-DEPADD9054 | 2025-10-14T23:58:11Z | dependent_addition_request | positive | 410 | 0.44 | verify_account, confirm_plan_allowance, request_dependent_info, document_submission_instructions | 
| CUST-99821 | San Francisco, CA | SESSION-BILL8932 | 2025-10-14T22:45:08Z | billing_dispute | neutral | 540 | 0.44 | verify_account, explain_charge, escalate_issue, provide_follow_up | 
| CUST-72619 | Phoenix, AZ | SESSION-MEM554433 | 2025-10-11T16:22:13Z | benefits_misunderstanding | positive | 615 | 0.42 | verify_account, clarify_benefit_conditions, send_email | 
| CUST-45519 | Orlando, FL | SESSION-MEMCAN777 | 2025-10-11T17:45:42Z | membership_cancellation | neutral | 587 | 0.47 | cancel_membership, send_confirmation_email | 
| CUST-22987 | Denver, CO | SESSION-MEMINFO333 | 2025-10-11T19:18:25Z | membership_info_request | positive | 470 | 0.48 | list_benefits, inform_billing_cycle, explain_auto_renewal_policy | 
| CUST-55623 | San Francisco, CA | SESSION-MEMUPG325 | 2025-10-12T14:33:10Z | membership_upgrade | positive | 510 | 0.42 | upgrade_membership, send_confirmation_email | 
| CUST-88102 | New York, NY | SESSION-MEMCXL789 | 2025-10-13T16:45:00Z | membership_cancellation | neutral | 480 | 0.45 | process_cancellation, send_cancellation_email, offer_retention_discount | 
| CUST-33477 | Chicago, IL | SESSION-MEMINFO123 | 2025-10-14T11:15:25Z | membership_information_request | positive | 420 | 0.45 | provide_membership_benefits, provide_renewal_date, inform_billing_policy | 
| CUST-77654 | San Francisco, CA | SESSION-MEMUPG365 | 2025-10-14T14:20:10Z | membership_upgrade | positive | 390 | 0.40 | process_upgrade, confirm_new_pricing | 
dim_customer_emotion_evolution
If you want to know the detailed emotion/sentiment evolution for customers during the conversation, we have built this table. It tracks:
- Customer intent
 - Emotion
 - Conversation text in each turn
 
| session_id | conversion_turn | emotion_evolution | intent | conversation_text | 
|---|---|---|---|---|
| SESSION-BILL8932 | 1 | concerned | billing_dispute | Hi, I noticed an extra charge on my last bill that I don’t recognize. | 
| SESSION-BILL8932 | 2 | frustrated | dispute_charge | No, I made the payment on time. I have the confirmation email here. | 
| SESSION-BILL8932 | 3 | calmed | express_gratitude | Okay, thank you for your help. | 
| SESSION-CANCEL1023 | 1 | determined | cancel_membership | Hello, I’d like to cancel my membership and want to know if I’m eligible for a refund. | 
| SESSION-CANCEL1023 | 2 | hopeful | ask_refund_process | Great! What’s the process to get the refund? | 
| SESSION-CANCEL1023 | 3 | concerned | ask_service_termination | Thank you. Will I lose access immediately after cancellation? | 
| SESSION-CANCEL1023 | 4 | grateful | express_gratitude | Okay, I appreciate your help. | 
| SESSION-CANCEL1234 | 1 | concerned | request_membership_cancellation | Hi, I want to cancel my membership. Can you tell me if there are any penalties? | 
| SESSION-CANCEL1234 | 2 | interested | request_plan_details | That sounds better. How does the month-to-month plan work? | 
| SESSION-CANCEL1234 | 3 | decisive | confirm_plan_switch | Okay, I want to switch to the month-to-month plan instead. | 
| SESSION-CANCEL1234 | 4 | happy | express_gratitude | Thanks for your help! | 
| SESSION-DEPADD9054 | 1 | intentional | add_dependent | Hi, I’m trying to add my daughter to my account now that she’s turned 13. | 
| SESSION-DEPADD9054 | 2 | cooperative | ask_documentation_requirements | Perfect. What do you need from me to add her? | 
| SESSION-DEPADD9054 | 3 | helpful | provide_dependent_info | Got it. Her name is Maya Jenkins, born July 12, 2012. | 
| SESSION-DEPADD9054 | 4 | compliant | confirm_action | Okay, I’ll upload that tonight. | 
| SESSION-DEPADD9054 | 5 | grateful | express_gratitude | Will do. Thanks so much! | 
| SESSION-EXP123456 | 1 | frustration | cancel_subscription | Hi, I’ve been trying to cancel my subscription but I keep getting charged. | 
| SESSION-EXP123456 | 2 | annoyed | escalate | Exactly, I’ve emailed twice but didn’t hear back. | 
| SESSION-EXP123456 | 3 | relief | gratitude | Thanks, I appreciate you taking care of this. | 
| SESSION-EXP123456 | 4 | inquisitive | request_followup | That’s great. Do I get a confirmation email? | 
| SESSION-MEM554433 | 1 | confused | benefits_confusion | Hi, I just got an email saying I qualify for free shipping, but it didn’t apply at checkout. | 
| SESSION-MEM554433 | 2 | helpful | provide_account_info | Sure, I’m a Gold member. My ID is MBR-890112. | 
| SESSION-MEM554433 | 3 | relieved | acknowledge_info | Oh no, it was just under. That explains it, thanks. | 
| SESSION-MEM554433 | 4 | satisfied | confirm_resolution | Great. That clears it up. | 
| SESSION-MEM998877 | 1 | neutral | membership_expiry_inquiry | Hi, I’m trying to check when my membership expires. | 
| SESSION-MEM998877 | 2 | curious | upgrade_request | Can I renew it in advance or upgrade to Gold? | 
| SESSION-MEM998877 | 3 | interested | pricing_inquiry | That sounds good. What’s the cost difference? | 
| SESSION-MEM998877 | 4 | decisive | confirm_action | Alright, go ahead and upgrade it please. | 
| SESSION-MEMBEN339 | 1 | curious | benefit_eligibility_inquiry | Hi, I saw a promotion for members on electronics. Does my purchase qualify? | 
| SESSION-MEMBEN339 | 2 | neutral | provide_order_details | It’s order 982213, purchased on October 10th. | 
| SESSION-MEMBEN339 | 3 | interested | request_benefit_details | Awesome. What’s the benefit exactly? | 
| SESSION-MEMBEN339 | 4 | satisfied | confirm_resolution | Perfect. That’s all I needed to know. | 
| SESSION-MEMCAN777 | 1 | firm | cancel_membership | Hi, I’d like to cancel my Platinum membership effective immediately. | 
| SESSION-MEMCAN777 | 2 | resigned | explain_cancellation_reason | I haven’t been using the benefits and need to cut costs. | 
| SESSION-MEMCAN777 | 3 | decisive | reaffirm_cancellation | No thanks. I really just want to cancel. | 
| SESSION-MEMCAN777 | 4 | relieved | express_gratitude | Thanks. Appreciate it. | 
| SESSION-MEMCAN789 | 1 | frustrated | membership_cancellation_request | Hello, I’d like to cancel my Premium membership. | 
| SESSION-MEMCAN789 | 2 | resigned | provide_cancellation_reason | I’m not using the benefits enough, and it’s a bit pricey for me right now. | 
| SESSION-MEMCAN789 | 3 | decisive | confirm_cancellation | Yes, please proceed with the cancellation. | 
| SESSION-MEMCAN789 | 4 | neutral | express_gratitude | Thanks for your help. | 
| SESSION-MEMCANCEL789 | 1 | dissatisfied | membership_cancellation_request | Hello, I’d like to cancel my Premium membership. | 
| SESSION-MEMCANCEL789 | 2 | disappointed | provide_cancellation_reason | I haven’t been using the benefits and it’s too expensive for me right now. | 
| SESSION-MEMCANCEL789 | 3 | firm | confirm_cancellation | No, I just want to cancel. | 
| SESSION-MEMCANCEL789 | 4 | inquiring | request_refund_info | Yes, please. | 
| SESSION-MEMCANCEL789 | 5 | neutral | end_conversation | Thanks for the information. Goodbye. | 
| SESSION-MEMCXL789 | 1 | frustrated | cancel_membership_request | Hi, I want to cancel my Premium membership. Can you help me with that? | 
| SESSION-MEMCXL789 | 2 | polite | express_gratitude | Thanks for your help today. | 
| SESSION-MEMCXL789 | 3 | disappointed | explain_cancellation_reason | I’m not using the benefits enough and the price is too high for me right now. | 
| SESSION-MEMCXL789 | 4 | firm | confirm_cancellation | No, thanks. I still want to cancel. | 
| SESSION-MEMCXL789 | 5 | concerned | refund_inquiry | Will I get any refund for the remaining period? | 
| SESSION-MEMCXL789 | 6 | resigned | final_cancellation_confirmation | Thanks, I’ll keep that in mind. Please go ahead with the cancellation. | 
| SESSION-MEMINFO123 | 1 | curious | membership_benefits_inquiry | Hello, I want to know more about the benefits included in my Standard membership. | 
| SESSION-MEMINFO123 | 2 | inquiring | renewal_date_inquiry | Thanks! When does my membership renew? | 
| SESSION-MEMINFO123 | 3 | inquiring | billing_update_inquiry | Can I update my billing information over the phone? | 
| SESSION-MEMINFO123 | 4 | grateful | express_gratitude | Okay, thanks for letting me know. | 
| SESSION-MEMINFO123 | 5 | happy | end_conversation | No, that’s all. Have a great day! | 
| SESSION-MEMINFO333 | 1 | curious | benefits_inquiry | Hey, I just had a question about what benefits come with my membership. | 
| SESSION-MEMINFO333 | 2 | curious | billing_cycle_inquiry | Okay, cool. And how often does it renew? I didn’t see that part. | 
| SESSION-MEMINFO333 | 3 | concerned | auto_renewal_inquiry | And does it charge automatically? | 
| SESSION-MEMINFO333 | 4 | satisfied | express_gratitude | Alright, that’s helpful. Thanks! | 
| SESSION-MEMINFO333 | 5 | polite | end_conversation | Nope, that’s it. Have a good one. | 
| SESSION-MEMLOGIN415 | 1 | frustrated | login_issue_report | Hi, I’m having trouble logging into my account on your website. | 
| SESSION-MEMLOGIN415 | 2 | neutral | provide_identity_info | Sure, my name is Derek Lin, and the email is [email protected]. | 
| SESSION-MEMLOGIN415 | 3 | confused | report_login_error | Yes, it says my password is incorrect, but I’m sure it’s right. | 
| SESSION-MEMLOGIN415 | 4 | relieved | acknowledge_reset_email | Got it. I’ll click it and set a new password. | 
| SESSION-MEMLOGIN415 | 5 | grateful | end_interaction | No, that’s okay. I’ll try now and call back if it still doesn’t work. Thanks a lot! | 
| SESSION-MEMREN101 | 1 | neutral | membership_renewal_inquiry | Hi, can you tell me when my membership will renew? | 
| SESSION-MEMREN101 | 2 | inquiring | auto_renewal_status_inquiry | Is my membership set to auto-renew? I want to disable that if possible. | 
| SESSION-MEMREN101 | 3 | decisive | request_auto_renewal_disable | Please go ahead and disable auto-renewal for me. | 
| SESSION-MEMREN101 | 4 | happy | express_gratitude | Thanks a lot! | 
| SESSION-MEMSTAT212 | 1 | unsure | membership_status_inquiry | Hi, I’m not sure if my membership is still active. Can you check? | 
| SESSION-MEMSTAT212 | 2 | cooperative | provide_verification_info | Yes, it’s Emily Watkins, ZIP code 02118. | 
| SESSION-MEMSTAT212 | 3 | neutral | request_address_update | Okay, I’m not renewing for now, but can I update my mailing address? | 
| SESSION-MEMSTAT212 | 4 | neutral | provide_new_address | It's 224 Huntington Ave, Apt 5B, Boston, Massachusetts, 02115. | 
| SESSION-MEMSTAT212 | 5 | grateful | end_interaction | Nope, that’s all. Thanks! | 
| SESSION-MEMUPG365 | 1 | interested | membership_upgrade_request | Hi, I want to upgrade my Basic membership to Premium. Can you tell me about the benefits? | 
| SESSION-MEMUPG365 | 2 | inquiring | upgrade_pricing_inquiry | Sounds good. How much will the upgrade cost? | 
| SESSION-MEMUPG365 | 3 | decisive | confirm_upgrade | Okay, please go ahead with the upgrade. | 
| SESSION-MEMUPG365 | 4 | happy | express_gratitude | Thanks for your help! | 
| SESSION-MEMUPG456 | 1 | hopeful | membership_upgrade_request | Hi, I want to upgrade my Basic membership to Premium. | 
| SESSION-MEMUPG456 | 2 | inquiring | request_upgrade_cost | Yes, please tell me the price. | 
| SESSION-MEMUPG456 | 3 | decisive | accept_upgrade_assistance | Please help me upgrade right now. | 
| SESSION-MEMUPG456 | 4 | happy | express_gratitude | Thank you so much! | 
| SESSION-PAYMENT8732 | 1 | frustrated | report_payment_failure | Hi, I tried to pay my membership fee today but the transaction failed. Can you help me fix this? | 
| SESSION-PAYMENT8732 | 2 | relieved | provide_new_payment_info | Yes, please update it to my new card ending in 1234. | 
| SESSION-PAYMENT8732 | 3 | happy | express_gratitude | Awesome, thank you for your help! | 
| SESSION-REACT5673 | 1 | hopeful | request_membership_reactivation | Hi, I used to be a member and I’m thinking of coming back. Can I reactivate my account? | 
| SESSION-REACT5673 | 2 | candid | explain_cancellation_reason | Yeah, I had to pause for financial reasons. | 
| SESSION-REACT5673 | 3 | interested | request_plan_change | That sounds good. Can I switch to the Flex plan? | 
| SESSION-REACT5673 | 4 | relieved | express_gratitude | Thanks for making this so easy. | 
| SESSION-UPGRADE5410 | 1 | curious | request_membership_upgrade | Hi, I’m interested in upgrading my membership to Premium. Can you tell me about the benefits? | 
| SESSION-UPGRADE5410 | 2 | interested | ask_pricing | That sounds good. What is the price difference compared to my current plan? | 
| SESSION-UPGRADE5410 | 3 | expectant | ask_upgrade_timing | Okay, how soon will the upgrade take effect? | 
| SESSION-UPGRADE5410 | 4 | decisive | confirm_upgrade | Great, please proceed with the upgrade. | 
| SESSION-UPGRADE5410 | 5 | happy | express_gratitude | No, that’s all. Thanks a lot! | 
| SESSION-UPGRADEINFO387 | 1 | curious | inquire_plan_details | Hey there, I was looking at the website and wanted to ask about the Premium membership plan. | 
| SESSION-UPGRADEINFO387 | 2 | inquisitive | ask_about_specific_feature | Does it cover international shipping too? | 
| SESSION-UPGRADEINFO387 | 3 | hesitant | express_hesitation_to_upgrade | That sounds good, but I’m still within my annual Basic plan. | 
| SESSION-UPGRADEINFO387 | 4 | thoughtful | request_followup_info | Okay, I’ll need to think it over. Can you email me the full feature list? | 
| SESSION-UPGRADEINFO387 | 5 | grateful | express_gratitude | Great, thanks for the help. | 
dim_cancellation
This table is useful if you want to track reasons for membership cancellations, so a real agent can follow up with the customer. Additional possibilities:
- Add charge/refund information to the table later
 - Create a similar table for all membership upgrade requests
 - We can handle all schema evolution needs
 
| session_id | confirmations | reason_asked | reason | 
|---|---|---|---|
| SESSION-CANCEL1234 | confirm_plan_update: Great! I’ve updated your membership to the month-to-month plan effective immediately. | NaN | NaN | 
| SESSION-EXP123456 | confirm_issue: I see the charges here. It looks like the cancellation didn’t go through. || confirm_followup: Yes, it’s already been sent to your email address on file. | NaN | NaN | 
| SESSION-MEMCAN777 | confirm_cancellation: Alright, I’ve processed the cancellation as of today. | yes | I haven’t been using the benefits and need to cut costs. | 
| SESSION-MEMCAN789 | confirm_cancellation_processed: Your Premium membership has been cancelled. You will receive an email confirmation shortly. | yes | I’m not using the benefits enough, and it’s a bit pricey for me right now. | 
| SESSION-MEMCANCEL789 | confirm_cancellation_process: Alright. Your membership cancellation is processed. Would you like to know about our refund policy? | yes | I haven’t been using the benefits and it’s too expensive for me right now. | 
| SESSION-MEMCXL789 | confirm_cancellation_complete: Your cancellation is complete. You’ll get an email confirmation shortly. || confirm_cancellation_process: Okay, I’m processing your cancellation now. Your membership will remain active until the end of your billing cycle. | yes | I’m not using the benefits enough and the price is too high for me right now. | 
| SESSION-REACT5673 | confirm_account_status: I see your membership was canceled in March. Is that correct? || confirm_plan_activation: Absolutely. I’ll activate your Flex plan now and email your welcome packet. | yes | Yeah, I had to pause for financial reasons. | 
Transactional Conversation Table
We also maintain a transactional table recording all conversations in detail for your reference and further analysis.
| session_id | conversation_content | conversation_turn | 
|---|---|---|
| SESSION-BILL8932 | Hi, I noticed an extra charge on my last bill that I don’t recognize. | 1 | 
| SESSION-BILL8932 | I’m sorry to hear that. Let me check your account details. | 2 | 
| SESSION-BILL8932 | Your last bill shows a $15 charge labeled 'Late Fee' from September 30th. Did you miss a payment? | 3 | 
| SESSION-BILL8932 | No, I made the payment on time. I have the confirmation email here. | 4 | 
| SESSION-BILL8932 | Thanks for letting me know. I will escalate this to our billing team and initiate a review. | 5 | 
| SESSION-BILL8932 | You should hear back within 3-5 business days. Meanwhile, no further late fees will be charged. | 6 | 
| SESSION-BILL8932 | Okay, thank you for your help. | 7 | 
| SESSION-BILL8932 | You’re welcome! Have a great day. | 8 | 
| SESSION-CANCEL1023 | Hello, I’d like to cancel my membership and want to know if I’m eligible for a refund. | 1 | 
| SESSION-CANCEL1023 | I’m sorry to hear you want to leave us. Let me check your membership and billing history. | 2 | 
| SESSION-CANCEL1023 | Your account is in good standing and you are within the 30-day refund window. | 3 | 
| SESSION-CANCEL1023 | Great! What’s the process to get the refund? | 4 | 
| SESSION-CANCEL1023 | I’ll submit the refund request on your behalf. It usually takes 5-7 business days to process. Your membership will remain active until the end of this billing cycle. | 5 | 
| SESSION-CANCEL1023 | Thank you. Will I lose access immediately after cancellation? | 6 | 
| SESSION-CANCEL1023 | No, you’ll have access until your current billing cycle ends. | 7 | 
| SESSION-CANCEL1023 | Okay, I appreciate your help. | 8 | 
| SESSION-CANCEL1023 | You’re very welcome. Have a great day! | 9 | 
| SESSION-CANCEL1234 | Hi, I want to cancel my membership. Can you tell me if there are any penalties? | 1 | 
| SESSION-CANCEL1234 | I understand. Let me check your account and membership terms for any cancellation fees. | 2 | 
| SESSION-CANCEL1234 | Since you’re on a Silver annual plan, there is a cancellation fee of $50 if canceled before the end of the term. However, I can offer you an alternative with a month-to-month plan without penalties. | 3 | 
| SESSION-CANCEL1234 | That sounds better. How does the month-to-month plan work? | 4 | 
| SESSION-CANCEL1234 | The month-to-month plan costs $30 per month with full access to benefits, and you can cancel anytime without fees. | 5 | 
| SESSION-CANCEL1234 | Okay, I want to switch to the month-to-month plan instead. | 6 | 
| SESSION-CANCEL1234 | Great! I’ve updated your membership to the month-to-month plan effective immediately. | 7 | 
| SESSION-CANCEL1234 | Thanks for your help! | 8 | 
| SESSION-CANCEL1234 | You’re welcome! Have a great day. | 9 | 
| SESSION-DEPADD9054 | Hi, I’m trying to add my daughter to my account now that she’s turned 13. | 1 | 
| SESSION-DEPADD9054 | We can definitely help with that. Let me just confirm your membership details first. | 2 | 
| SESSION-DEPADD9054 | You’re currently on Family Plus, which allows up to four dependents under 21. | 3 | 
| SESSION-DEPADD9054 | Perfect. What do you need from me to add her? | 4 | 
| SESSION-DEPADD9054 | We’ll need her name, date of birth, and either a school ID or birth certificate uploaded. | 5 | 
| SESSION-DEPADD9054 | Got it. Her name is Maya Jenkins, born July 12, 2012. | 6 | 
| SESSION-DEPADD9054 | Thank you. Once we receive the document, she’ll be added within 24 hours. | 7 | 
| SESSION-DEPADD9054 | Okay, I’ll upload that tonight. | 8 | 
| SESSION-DEPADD9054 | Great. Let us know if you need help with the upload. | 9 | 
| SESSION-DEPADD9054 | Will do. Thanks so much! | 10 | 
| SESSION-EXP123456 | Hi, I’ve been trying to cancel my subscription but I keep getting charged. | 1 | 
| SESSION-EXP123456 | I'm sorry about that. Let me pull up your account to check. | 2 | 
| SESSION-EXP123456 | I see the charges here. It looks like the cancellation didn’t go through. | 3 | 
| SESSION-EXP123456 | Exactly, I’ve emailed twice but didn’t hear back. | 4 | 
| SESSION-EXP123456 | Let me escalate this to a supervisor and cancel it for you now. | 5 | 
| SESSION-EXP123456 | Thanks, I appreciate you taking care of this. | 6 | 
| SESSION-EXP123456 | You’re welcome. I’ve issued the refund as well. | 7 | 
| SESSION-EXP123456 | That’s great. Do I get a confirmation email? | 8 | 
| SESSION-EXP123456 | Yes, it’s already been sent to your email address on file. | 9 | 
| SESSION-MEM554433 | Hi, I just got an email saying I qualify for free shipping, but it didn’t apply at checkout. | 1 | 
| SESSION-MEM554433 | Thanks for letting us know. Can I verify your account first? | 2 | 
| SESSION-MEM554433 | Sure, I’m a Gold member. My ID is MBR-890112. | 3 | 
| SESSION-MEM554433 | Thanks, I’ve verified your account. You are indeed Gold status. | 4 | 
| SESSION-MEM554433 | The free shipping benefit starts on orders over $50. Was your cart total above that? | 5 | 
| SESSION-MEM554433 | Oh no, it was just under. That explains it, thanks. | 6 | 
| SESSION-MEM554433 | No problem at all. I’ll also resend the benefit terms to your email. | 7 | 
| SESSION-MEM554433 | Great. That clears it up. | 8 | 
| SESSION-MEM998877 | Hi, I’m trying to check when my membership expires. | 1 | 
| SESSION-MEM998877 | Of course, let me pull up your membership details now. | 2 | 
| SESSION-MEM998877 | Your Silver membership is set to expire on November 30th. | 3 | 
| SESSION-MEM998877 | Can I renew it in advance or upgrade to Gold? | 4 | 
| SESSION-MEM998877 | Yes, you can upgrade today and the new membership will start immediately. | 5 | 
| SESSION-MEM998877 | That sounds good. What’s the cost difference? | 6 | 
| SESSION-MEM998877 | The Gold plan is $49.99 per year. Your current plan is $29.99. | 7 | 
| SESSION-MEM998877 | Alright, go ahead and upgrade it please. | 8 | 
| SESSION-MEM998877 | Perfect. The upgrade is complete, and a confirmation has been sent. | 9 | 
| SESSION-MEMBEN339 | Hi, I saw a promotion for members on electronics. Does my purchase qualify? | 1 | 
| SESSION-MEMBEN339 | Sure, I can check that for you. May I have the order number and purchase date? | 2 | 
| SESSION-MEMBEN339 | It’s order 982213, purchased on October 10th. | 3 | 
| SESSION-MEMBEN339 | Thanks. I see your order included a Bluetooth speaker, which is eligible under the current Premium promo. | 4 | 
| SESSION-MEMBEN339 | Awesome. What’s the benefit exactly? | 5 | 
| SESSION-MEMBEN339 | You’ll receive a $25 digital rebate within 7 business days via email. No action needed on your end. | 6 | 
| SESSION-MEMBEN339 | Perfect. That’s all I needed to know. | 7 | 
| SESSION-MEMBEN339 | Glad to help! Have a great day. | 8 | 
| SESSION-MEMCAN777 | Hi, I’d like to cancel my Platinum membership effective immediately. | 1 | 
| SESSION-MEMCAN777 | I'm sorry to hear that. May I ask why you’re canceling? | 2 | 
| SESSION-MEMCAN777 | I haven’t been using the benefits and need to cut costs. | 3 | 
| SESSION-MEMCAN777 | I understand. We do offer a lower-tier plan for half the price. | 4 | 
| SESSION-MEMCAN777 | No thanks. I really just want to cancel. | 5 | 
| SESSION-MEMCAN777 | Alright, I’ve processed the cancellation as of today. | 6 | 
| SESSION-MEMCAN777 | You’ll receive a confirmation email within 10 minutes. | 7 | 
| SESSION-MEMCAN777 | Thanks. Appreciate it. | 8 | 
| SESSION-MEMCAN789 | Hello, I’d like to cancel my Premium membership. | 1 | 
| SESSION-MEMCAN789 | I’m sorry to hear that. May I ask the reason for cancelling so we can try to assist you better? | 2 | 
| SESSION-MEMCAN789 | I’m not using the benefits enough, and it’s a bit pricey for me right now. | 3 | 
| SESSION-MEMCAN789 | Thank you for sharing. Just to confirm, cancelling will stop your membership benefits immediately and you won’t be charged further. | 4 | 
| SESSION-MEMCAN789 | Yes, please proceed with the cancellation. | 5 | 
| SESSION-MEMCAN789 | Your Premium membership has been cancelled. You will receive an email confirmation shortly. | 6 | 
| SESSION-MEMCAN789 | Thanks for your help. | 7 | 
| SESSION-MEMCAN789 | You’re welcome! Have a great day. | 8 | 
| SESSION-MEMCANCEL789 | Hello, I’d like to cancel my Premium membership. | 1 | 
| SESSION-MEMCANCEL789 | I’m sorry to hear that. Can you tell me why you want to cancel? | 2 | 
| SESSION-MEMCANCEL789 | I haven’t been using the benefits and it’s too expensive for me right now. | 3 | 
| SESSION-MEMCANCEL789 | I understand. We do have a monthly plan that might be more affordable. Would you like me to tell you more about it? | 4 | 
| SESSION-MEMCANCEL789 | No, I just want to cancel. | 5 | 
| SESSION-MEMCANCEL789 | Alright. Your membership cancellation is processed. Would you like to know about our refund policy? | 6 | 
| SESSION-MEMCANCEL789 | Yes, please. | 7 | 
| SESSION-MEMCANCEL789 | We offer a prorated refund if you cancel within the first 15 days of your billing cycle. | 8 | 
| SESSION-MEMCANCEL789 | Thanks for the information. Goodbye. | 9 | 
| SESSION-MEMCANCEL789 | Thank you for calling. Have a nice day. | 10 | 
| SESSION-MEMCXL789 | Hi, I want to cancel my Premium membership. Can you help me with that? | 1 | 
| SESSION-MEMCXL789 | I’m sorry to hear that. May I ask why you’re canceling? | 2 | 
| SESSION-MEMCXL789 | I’m not using the benefits enough and the price is too high for me right now. | 3 | 
| SESSION-MEMCXL789 | Understood. We do have a discounted membership tier if you’d like to consider that instead of canceling. | 4 | 
| SESSION-MEMCXL789 | No, thanks. I still want to cancel. | 5 | 
| SESSION-MEMCXL789 | Okay, I’m processing your cancellation now. Your membership will remain active until the end of your billing cycle. | 6 | 
| SESSION-MEMCXL789 | Will I get any refund for the remaining period? | 7 | 
| SESSION-MEMCXL789 | Unfortunately, our policy doesn’t include refunds for cancellations mid-cycle, but you can continue using your benefits until the cycle ends. | 8 | 
| SESSION-MEMCXL789 | If you change your mind, we have a 10% discount promotion next month that might interest you. | 9 | 
| SESSION-MEMCXL789 | Thanks, I’ll keep that in mind. Please go ahead with the cancellation. | 10 | 
| SESSION-MEMCXL789 | Your cancellation is complete. You’ll get an email confirmation shortly. | 11 | 
| SESSION-MEMCXL789 | Thanks for your help today. | 12 | 
| SESSION-MEMCXL789 | You're welcome! Have a great day. | 13 | 
| SESSION-MEMINFO123 | Hello, I want to know more about the benefits included in my Standard membership. | 1 | 
| SESSION-MEMINFO123 | Hi! The Standard membership includes free shipping on orders over $50, access to our monthly newsletter, and early access to sales. | 2 | 
| SESSION-MEMINFO123 | Thanks! When does my membership renew? | 3 | 
| SESSION-MEMINFO123 | Your membership renews on December 1st, 2025. | 4 | 
| SESSION-MEMINFO123 | Can I update my billing information over the phone? | 5 | 
| SESSION-MEMINFO123 | For security reasons, billing updates must be done through our secure website or mobile app. | 6 | 
| SESSION-MEMINFO123 | Okay, thanks for letting me know. | 7 | 
| SESSION-MEMINFO123 | You’re welcome! Is there anything else I can assist you with today? | 8 | 
| SESSION-MEMINFO123 | No, that’s all. Have a great day! | 9 | 
| SESSION-MEMINFO123 | Thanks for calling! You too! | 10 | 
| SESSION-MEMINFO333 | Hey, I just had a question about what benefits come with my membership. | 1 | 
| SESSION-MEMINFO333 | Sure, let me pull up your plan details real quick. | 2 | 
| SESSION-MEMINFO333 | With Standard, you get 2-day shipping, early access to sales, and monthly discounts. | 3 | 
| SESSION-MEMINFO333 | Okay, cool. And how often does it renew? I didn’t see that part. | 4 | 
| SESSION-MEMINFO333 | Your plan renews annually on January 15th. | 5 | 
| SESSION-MEMINFO333 | And does it charge automatically? | 6 | 
| SESSION-MEMINFO333 | Yes, unless you cancel before the 15th, it will auto-renew. | 7 | 
| SESSION-MEMINFO333 | Alright, that’s helpful. Thanks! | 8 | 
| SESSION-MEMINFO333 | You're welcome! Anything else I can help with today? | 9 | 
| SESSION-MEMINFO333 | Nope, that’s it. Have a good one. | 10 | 
| SESSION-MEMLOGIN415 | Hi, I’m having trouble logging into my account on your website. | 1 | 
| SESSION-MEMLOGIN415 | I’m sorry to hear that. Let’s see what we can do. Can I get your name and email, please? | 2 | 
| SESSION-MEMLOGIN415 | Sure, my name is Derek Lin, and the email is [email protected]. | 3 | 
| SESSION-MEMLOGIN415 | Thanks, Derek. I see your account is active. When you tried logging in, did you receive any error message? | 4 | 
| SESSION-MEMLOGIN415 | Yes, it says my password is incorrect, but I’m sure it’s right. | 5 | 
| SESSION-MEMLOGIN415 | Let’s reset your password to be safe. I’m sending a reset link to your email now. | 6 | 
| SESSION-MEMLOGIN415 | Got it. I’ll click it and set a new password. | 7 | 
| SESSION-MEMLOGIN415 | Once that’s done, you should be able to log in. Would you like me to stay on the line while you try? | 8 | 
| SESSION-MEMLOGIN415 | No, that’s okay. I’ll try now and call back if it still doesn’t work. Thanks a lot! | 9 | 
| SESSION-MEMLOGIN415 | You're welcome, Derek. Have a great day! | 10 | 
| SESSION-MEMREN101 | Hi, can you tell me when my membership will renew? | 1 | 
| SESSION-MEMREN101 | Sure, your Standard membership is set to renew on November 15th, 2025. | 2 | 
| SESSION-MEMREN101 | Is my membership set to auto-renew? I want to disable that if possible. | 3 | 
| SESSION-MEMREN101 | Yes, your membership is currently set to auto-renew. I can assist you in disabling auto-renewal now. | 4 | 
| SESSION-MEMREN101 | Please go ahead and disable auto-renewal for me. | 5 | 
| SESSION-MEMREN101 | Done. Auto-renewal has been disabled. You will receive a confirmation email shortly. | 6 | 
| SESSION-MEMREN101 | Thanks a lot! | 7 | 
| SESSION-MEMREN101 | You’re welcome! Have a wonderful day. | 8 | 
| SESSION-MEMSTAT212 | Hi, I’m not sure if my membership is still active. Can you check? | 1 | 
| SESSION-MEMSTAT212 | Sure, I can help with that. May I verify your full name and ZIP code? | 2 | 
| SESSION-MEMSTAT212 | Yes, it’s Emily Watkins, ZIP code 02118. | 3 | 
| SESSION-MEMSTAT212 | Thanks, Emily. I’ve verified your account. Your membership expired on September 30th. | 4 | 
| SESSION-MEMSTAT212 | Okay, I’m not renewing for now, but can I update my mailing address? | 5 | 
| SESSION-MEMSTAT212 | Of course. What’s the new address? | 6 | 
| SESSION-MEMSTAT212 | It's 224 Huntington Ave, Apt 5B, Boston, Massachusetts, 02115. | 7 | 
| SESSION-MEMSTAT212 | Got it. I’ve updated your address in the system. Anything else I can help with today? | 8 | 
| SESSION-MEMSTAT212 | Nope, that’s all. Thanks! | 9 | 
| SESSION-MEMSTAT212 | You're very welcome. Have a great day! | 10 | 
| SESSION-MEMUPG365 | Hi, I want to upgrade my Basic membership to Premium. Can you tell me about the benefits? | 1 | 
| SESSION-MEMUPG365 | Great! Premium membership includes unlimited free shipping, priority customer support, and exclusive discounts. | 2 | 
| SESSION-MEMUPG365 | Sounds good. How much will the upgrade cost? | 3 | 
| SESSION-MEMUPG365 | The upgrade will be $20 per month more than your current Basic plan. | 4 | 
| SESSION-MEMUPG365 | Okay, please go ahead with the upgrade. | 5 | 
| SESSION-MEMUPG365 | Your membership has been upgraded to Premium. You’ll see the new rate reflected in your next billing cycle. | 6 | 
| SESSION-MEMUPG365 | Thanks for your help! | 7 | 
| SESSION-MEMUPG365 | You’re welcome! Have a great day. | 8 | 
| SESSION-MEMUPG456 | Hi, I want to upgrade my Basic membership to Premium. | 1 | 
| SESSION-MEMUPG456 | Great! Premium membership offers free shipping, exclusive discounts, and early access to sales. Would you like to know the cost difference? | 2 | 
| SESSION-MEMUPG456 | Yes, please tell me the price. | 3 | 
| SESSION-MEMUPG456 | Premium costs $15 per month, which is $10 more than Basic. You can upgrade anytime through your account or I can assist you now. | 4 | 
| SESSION-MEMUPG456 | Please help me upgrade right now. | 5 | 
| SESSION-MEMUPG456 | Sure, I’ve processed your upgrade. You’ll see the new benefits active immediately. | 6 | 
| SESSION-MEMUPG456 | Thank you so much! | 7 | 
| SESSION-MEMUPG456 | You’re welcome! Have a great day. | 8 | 
| SESSION-PAYMENT8732 | Hi, I tried to pay my membership fee today but the transaction failed. Can you help me fix this? | 1 | 
| SESSION-PAYMENT8732 | I’m sorry to hear that. Let me check your account and see what went wrong. | 2 | 
| SESSION-PAYMENT8732 | It looks like the payment was declined due to an expired credit card on file. Would you like to update your payment method now? | 3 | 
| SESSION-PAYMENT8732 | Yes, please update it to my new card ending in 1234. | 4 | 
| SESSION-PAYMENT8732 | Thank you. I’ve updated your payment method and will retry the transaction now. | 5 | 
| SESSION-PAYMENT8732 | The payment went through successfully. Your membership is now up to date. | 6 | 
| SESSION-PAYMENT8732 | Awesome, thank you for your help! | 7 | 
| SESSION-PAYMENT8732 | You’re welcome! Have a great day. | 8 | 
| SESSION-REACT5673 | Hi, I used to be a member and I’m thinking of coming back. Can I reactivate my account? | 1 | 
| SESSION-REACT5673 | We’d love to have you back! Let me pull up your old account and see what we can do. | 2 | 
| SESSION-REACT5673 | I see your membership was canceled in March. Is that correct? | 3 | 
| SESSION-REACT5673 | Yeah, I had to pause for financial reasons. | 4 | 
| SESSION-REACT5673 | Totally understand. The good news is we have a reactivation promo with no rejoin fee and a free first month. | 5 | 
| SESSION-REACT5673 | That sounds good. Can I switch to the Flex plan? | 6 | 
| SESSION-REACT5673 | Absolutely. I’ll activate your Flex plan now and email your welcome packet. | 7 | 
| SESSION-REACT5673 | Thanks for making this so easy. | 8 | 
| SESSION-REACT5673 | You’re welcome, and welcome back! | 9 | 
| SESSION-UPGRADE5410 | Hi, I’m interested in upgrading my membership to Premium. Can you tell me about the benefits? | 1 | 
| SESSION-UPGRADE5410 | Hello! Premium members get exclusive discounts, early access to events, and free monthly webinars. | 2 | 
| SESSION-UPGRADE5410 | That sounds good. What is the price difference compared to my current plan? | 3 | 
| SESSION-UPGRADE5410 | The Premium plan costs $25 per month, which is $10 more than your current Basic plan. | 4 | 
| SESSION-UPGRADE5410 | Okay, how soon will the upgrade take effect? | 5 | 
| SESSION-UPGRADE5410 | Once you confirm, the upgrade will be immediate, and benefits will be available instantly. | 6 | 
| SESSION-UPGRADE5410 | Great, please proceed with the upgrade. | 7 | 
| SESSION-UPGRADE5410 | Done! Your membership is now Premium. Is there anything else I can assist you with? | 8 | 
| SESSION-UPGRADE5410 | No, that’s all. Thanks a lot! | 9 | 
| SESSION-UPGRADE5410 | You’re welcome! Have a wonderful day. | 10 | 
| SESSION-UPGRADEINFO387 | Hey there, I was looking at the website and wanted to ask about the Premium membership plan. | 1 | 
| SESSION-UPGRADEINFO387 | I'd be happy to help! The Premium plan includes unlimited classes, family access. | 2 | 
| SESSION-UPGRADEINFO387 | Does it cover international shipping too? | 3 | 
| SESSION-UPGRADEINFO387 | Yes, international shipping is included with no blackout periods for the Premium tier. | 4 | 
| SESSION-UPGRADEINFO387 | That sounds good, but I’m still within my annual Basic plan. | 5 | 
| SESSION-UPGRADEINFO387 | No worries — you can upgrade anytime and we’ll prorate your billing so you don’t lose any value. | 6 | 
| SESSION-UPGRADEINFO387 | Okay, I’ll need to think it over. Can you email me the full feature list? | 7 | 
| SESSION-UPGRADEINFO387 | Absolutely. I’ll send it right after we hang up. It’ll come from [email protected]. | 8 | 
| SESSION-UPGRADEINFO387 | Great, thanks for the help. | 9 | 
| SESSION-UPGRADEINFO387 | You’re very welcome. Have a great evening! | 10 |