The Hindi release gate rewards fluent output that may fail the people it is meant to serve.
A timely in-language release protects momentum while a verified cultural threshold protects creator trust.
Who you’d be doing this for
“My reviewer circled one line and asked why we’d used that phrasing in a public notice.”
Kerem Sabbagh · Regional Communications Officer
He prepares public health posters and community updates for Hindi-speaking audiences.
What is at stake
Eighteen of 150 supposedly high-quality Hindi outputs were flagged for contextual harm or exclusion. You must weigh a seven-day release window against evidence that the gate could repeatedly approve the wrong output.
Why it isn’t already fixed
Every obvious fix costs something else. That’s the part you’d have to decide.
- release momentum vs cultural safety
- automated clustering vs verified evidence
- gate stability vs dataset validity
- speed of sign-off vs irreversible criteria
Why Canva
Hindi datasets determine how Canva AI features are evaluated for creators making designs in Hindi.
Written with these in mind
Not your kind of problem? 35 more at Canva, 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.