Thunai

Transcript models

The machine-learning packs that read transcripts — classifier, groupings and entity extraction. Not an LLM taxonomy.

These models produce the raw signals. The labels your workspace actually sees are published from Console › Categories, which maps groupings to the category names agents and supervisors read.

Packs for this account

Retail is live. Customer care and inside sales can both be on for the same account.

Retail — customer care

Classifies care conversations, groups recurring themes and extracts care entities.

On

Retail — inside sales

Classifies sales conversations, groups buying themes and extracts deal entities.

On

Other verticals are not enabled for this account yet.

Classifier

Retail — customer care

Supervised intent classifier trained on 240k labelled retail care turns. Outputs one primary intent and up to two secondary intents per conversation with a confidence score.

LDA groupings

Unsupervised topics over the transcript

  • Damaged or missing delivery
  • Late delivery and courier exceptions
  • Wrong item or size received
  • Refund not received
  • Return pickup scheduling
  • Warranty and repair
  • Payment failed at checkout
  • Account and login problems

CRF entities

Sequence labelling over tokens

22 entity types in this pack.

order_numbertracking_numbercourier_nameskuproduct_nameproduct_variantquantitydelivery_datepromised_datereturn_id