Speech failures are visible to learners before their cause is visible to engineers.
Fast release triage protects speaking practice, while evidence review protects against fixing the wrong layer.
Who you’d be doing this for
“I said it three times, and it kept showing a different sentence, so I just closed it.”
Hadi Aksoy · English learner
Uses Android speaking exercises and relies on the tutor to recognize what she says before feedback can help.
What is at stake
Learners are repeating answers or leaving exercises when speech-to-text records a different sentence. You must decide what AI can rank from traces and what engineers must confirm before a fix ships.
Why it isn’t already fixed
Every obvious fix costs something else. That’s the part you’d have to decide.
- faster triage vs verified diagnosis
- learner evidence vs privacy boundaries
- release speed vs production safety
- ranked causes vs engineer judgment
Why Speak
Speak's voice-first practice depends on speech-to-text behaving reliably when learners are trying to speak aloud.
Written with these in mind
Not your kind of problem? 36 more at Speak, or browse every organization.
This is the setup. The work is inside.
Running it puts you in the room: the full situation and its constraints, stakeholders who push back in their own words, and the decisions that are yours to make. What you produce becomes a Day One Plan — work you can show someone instead of describing.