AI chatbot for Loco Translate: translator-facing help on PO and MO files
Loco Translate edits PO and MO files in the browser under wp-content/languages/loco. SleekAI helps translators with context per string, plural forms, and per-locale conventions. Bring your own OpenAI, Anthropic, Google, or OpenRouter key.
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Built for Loco Translate workflows
Loco Translate is a browser-based PO and MO editor for WordPress. It scans plugins and themes for translatable strings via the GetText functions, lets translators edit PO files in place, and compiles MO files on save. Customized translations live under wp-content/languages/loco/plugins/ or themes/, so the editor never overwrites the original plugin or theme directly, which keeps language packs safe across upgrades.
SleekAI sits in the admin as an assistant for translators. The Wizard can map the active text domain, the source string, the source comments left by developers, the plural form expression for the target locale, and the past translations of similar strings already in the PO file. Display conditions limit the bot to the Loco Translate admin screens and to translator-role users, so the assistant is invisible to visitors and present only when someone is actively editing translations.
Every conversation is logged inside WordPress with model name, token usage, and origin page. The JS API and PHP embed let you trigger the bot from a button next to the active string, so translators can ask about a specific msgid without leaving the row they are working on inside the Loco editor.
Workflow
How SleekAI plugs into a Loco Translate site
Install alongside Loco
Map PO files and locales
Trigger per-string
Review the log
Try it now
A typical translator-assistant conversation
Comparison
Generic chatbot vs SleekAI for Loco Translate
Generic chatbot
- Has no view of the active PO file or developer source comments
- Cannot look up previous translations in the current PO file
- Repeats generic locale advice without site-specific glossary
- Cannot scope itself to translator roles on Loco admin only
- Misses plural form rules specific to the target language
SleekAI chatbot
-
Reads the active PO file under
wp-content/languages/loco/ - Surfaces developer source comments for each msgid
- Looks up past translations for consistency across strings
- Display conditions per role and Loco admin URL pattern
- Logs every conversation with model name and token usage
Features
What SleekAI gives you for Loco Translate
Plural-form aware
The bot's system prompt knows the plural form rule for the target locale and can answer about which msgstr index applies to which count. That avoids the common translator mistake of writing one form into a PO row that the GetText runtime expects to hold a different plural variant.
Source context
Developer source comments often clarify where a string renders, which makes a huge difference for tone. The bot quotes the source comment for the active msgid so the translator understands whether they are translating a button, a long help-text paragraph, or a checkout error.
Consistency across strings
Translators want similar strings to read alike across the PO file. The bot looks up prior translations in the same domain, surfaces them as references, and helps keep terminology like wishlist, cart, or order consistent across hundreds of strings touching the same UI.
Use cases
Where Loco Translate users hit SleekAI
Multi-locale rollouts
Teams translating into many languages use Loco Translate per locale. The bot helps each translator handle plural forms, gendered nouns, and locale-specific conventions without forcing a shared style guide that nobody actually reads.
Volunteer translators
Open-source plugins and themes often rely on volunteer translators. The bot reduces friction by answering plural and tone questions inline, so new contributors do not have to learn the full PO format and locale rules from scratch on their first pull request.
QA before bundling
Before shipping a language pack, translators audit strings. The bot surfaces inconsistent translations of the same source word, points at strings where plural forms look wrong, and quotes the developer comments to verify each string's intended surface.
The bigger picture
Why translator-aware chat matters for Loco workflows
Translation work in WordPress is rarely a clean line-by-line process. A translator picks up a PO file with thousands of msgid entries, finds a string with three plural forms in their locale, sees a developer comment that says shown only on checkout in mobile view, and has to decide whether the translation should match the tone of an already-translated wishlist string from the same plugin. Generic chatbots cannot help because they have no view of the PO file, no view of the developer comments, no view of past translations, and no awareness of which plural rule applies to the active locale.
Translators end up guessing, reverting, or pulling the project lead into a Slack thread for context that should have been a one-line answer. Grounding the chatbot in the PO and MO files under wp-content/languages/loco, in the source comments developers left, and in the past translations already in the file means the assistant has all the context the translator does plus the locale-specific plural rules from its system prompt. That converts a five-minute look-up into a thirty-second exchange.
Combine that with display conditions scoped to the Loco admin and to translator role users, and the chat layer becomes a quiet productivity tool that compounds across hundreds of strings per locale. The result is faster translation passes, fewer plural form mistakes shipped to language packs, and a more consistent voice across plugins because the assistant is helping translators make consistent choices grounded in their own past work in the same PO file.
Questions
Common questions about SleekAI for Loco Translate
Custom translations are saved under wp-content/languages/loco/plugins/ for plugin strings and wp-content/languages/loco/themes/ for theme strings. That keeps edits separate from the plugin or theme's own language directory, so upgrades do not overwrite custom translations. SleekAI's Wizard reads PO and MO files from those locations, so the bot has the exact strings the translator is editing in the Loco admin.
Yes. The system prompt encodes plural form expressions for common locales, including languages with one, two, three, and many forms. When the translator asks about a plural in fr_FR, ru_RU, or ar, the bot quotes the right number of msgstr rows and the conditions for each. That avoids the common mistake of writing all plural variants into msgstr[0] and leaving the other rows empty.
 Yes. The Wizard parses the active PO file and exposes a similar-string lookup that finds msgid entries with shared keywords or shared developer comments. The bot can quote those past translations so the translator can keep terminology consistent across the file, useful for plugins where wishlist, cart, and order strings repeat across dozens of surfaces.
 Yes. PO files preserve translator-targeted comments that developers added in source via #. comments. Those clarify where a string renders or how it should be tone-matched. SleekAI parses those comments from the PO file and includes them in the chat-request context, so the bot can ground a translation suggestion in the developer's own note rather than guessing from the msgid alone.
 No. Display conditions are typically set to the translator role and to the Loco Translate admin URL pattern. Subscribers, contributors, and authors do not see the bot at all, and even editors only see it when they are actively in the Loco admin. That keeps the assistant scoped to the workflow where its context is useful and absent everywhere else on the site.
 Yours. SleekAI is bring-your-own-key, so message costs are billed directly by your provider with no SleekWP markup. Use OpenAI, Anthropic, Google, or OpenRouter, and pick a fast model for routine plural lookups and a stronger one for long passages or culturally sensitive tone work under the same chatbot without changing the integration.
 Yes. The Wizard scopes the bot to the active text domain and locale at chat-request time, so a translator working on a WooCommerce string sees WooCommerce-specific context, and a translator working on a theme string sees theme context. Switching text domain in the Loco admin switches the bot's context on the next message without any additional configuration on the translator's part.
 Not directly. Loco Translate edits PO and MO files, while WPML and Polylang manage translated post and string content via their own tables. SleekAI for Loco focuses on the PO and MO workflow. If your site also runs WPML or Polylang, you can run a separate SleekAI chatbot scoped to those plugins' admin screens with their own field mappings, coexisting under the same SleekAI install.
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