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03 / AI AUTOMATION

AI automation.

We put models where they save real hours — triage, drafting, extraction, support. Behind a thin abstraction, with a human in the loop where the stakes are high, and a fallback for when the model is wrong.

What you get
  • Retrieval and workflow automations
  • Model-backed internal tools
  • Evaluation harnesses and guardrails
  • Cost and latency budgets
How we work on it

One provider behind a clean interface. We measure output quality before we trust it in a workflow, not after.

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Related work
speakupmandarin.com
SpeakUp Mandarin — the live product, captured at desktop width
View case study →
SpeakUp Mandarin · 2026 · EdTech

SpeakUp Mandarin — an AI tutor that hears your tones and corrects them

A speaking-first Mandarin course for Indonesian learners. Every lesson is said out loud, corrected on the spot, and scheduled back for review before it fades.

  • SpeakUp AI holds a conversation at the learner’s level and corrects the faults Indonesian speakers actually make — tone, zh/ch/sh, and -n against -ng endings.
  • Curriculum aligned to HSK 3.0, with hanzi coloured per tone and pinyin the learner switches off as their ear improves.
  • Spaced repetition returns a word at the moment it is about to be forgotten; streaks and daily speaking minutes carry the habit between sessions.
AI automationProduct designWeb development
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