Use cases

Built for real products, not demos

Same platform — different workspace when training finishes.

Customer support agents

Fine-tune on FAQs, refund policies, and past tickets. Open the support desk workspace and answer with brand voice.

  • FAQ + policy packs
  • Ticket-style replies
  • Re-train weekly with new chats
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Tutors & learning

Exam coaches and course bots from Q→A pairs. Tutor desk keeps practice loops structured.

  • Past-paper style data
  • Practice prompts
  • Progress notes for learners
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Writers & content ops

Listing copy, captions, and newsletters that match your tone after fine-tune.

  • Writer studio UI
  • Tone lock via examples
  • Agency multi-client destinations
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Translation & local language

Glossaries and parallel sentences into lingual bases — dual-pane translator workspace.

  • EN ↔ local languages
  • Glossary injection
  • Side-by-side panels
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