How to Fix Machine-Translated Strings Shipping Without Human Review

Machine translation is a useful first pass but ships errors if used raw. A review gate between MT and release fixes it. Here is how.

How to fix it

1. Flag MT output as unreviewed

Tag every machine-translated entry with a status like mt_draft on import so it is distinguishable from human-reviewed strings in the table.

2. Require promotion to ship

Build release exports from reviewed strings only, falling back to the source language for unreviewed entries, so raw MT cannot reach players unchecked.

3. Route drafts to reviewers with context

Surface MT drafts to translators or in-house reviewers with the source text and context attached, so correction is fast and the review queue stays visible.

Catching the ones you can't reproduce

The hardest version of this to fix is the one you can't reproduce — it only happens on a player's hardware, OS, driver, or save state, under conditions that simply aren't present on your machine. A report that says “it crashed” or “it froze” gives you nothing to act on, so the bug survives release after release while quietly costing you players.

Automatic error capture closes that gap. Each failure arrives with its full stack trace, the device and OS, the build number, and a breadcrumb trail of what the player did right before it broke, so even a failure you have never seen becomes a specific, reproducible issue. Fold identical failures into one signature ranked by how many players each hits, and your worklist sorts itself worst-first instead of arriving as a stream of vague complaints.

This is where a tool like Bugnet earns its place. Its SDK captures every error automatically with the full stack trace plus device, OS, memory, build, and game-state context, folds duplicates into one grouped issue with an occurrence count, and ties each to the build it first appeared on — so you fix the problem that hurts the most players first and confirm it is gone when its signature disappears from the next release.