AI Translation and Localisation for Small Apps
Keeps translation files in sync with your codebase and flags context problems.
Problem & target users
Small teams ship English-only because managing translation files by hand across releases is tedious and error-prone.
Who it's for: Indie developers, small SaaS teams, mobile app studios.
Proposed solution
Watch the repository's locale files, translate new and changed keys with the surrounding UI context, flag strings that will break layout, and open a pull request with the updates.
Features
- Repo integration that detects changed keys
- Context-aware translation using nearby UI copy
- Length and layout warnings per locale
- Glossary for product-specific terms
- Pull request output for review
Difficulty & tech stack
Difficulty: Intermediate
Monetization & pricing
- Subscription by key count
- Per-language add-on
Suggested pricing: Free 200 keys, Indie $15/mo (2,000 keys), Team $59/mo (20,000 keys).
Customer acquisition
Developer communities, an open-source CLI as the funnel, and content on i18n pitfalls.
First 10 customers: Ship the free CLI, watch which repos adopt it, and email those maintainers about the hosted sync.
Build steps
- Build locale file parsing for the common formats
- Build the context-aware translation pipeline
- Add the glossary and layout warnings
- Build the GitHub pull request integration
- Add the dashboard and key metering
- Add billing
Risks & challenges
- Quality expectations vary hugely by market
- Existing localisation platforms are entrenched
- Free machine translation is good enough for many teams
Ready to build it?
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