Closing the language gap in care documentation

Scandinavian municipal care is delivered by a workforce that speaks many languages. The documentation it produces - and the regulation it must comply with - are almost entirely in Danish or Swedish. That gap between the staff who do the work and the language in which the work must be recorded is the biggest single drag on care-documentation quality today. Clex is built for it.

The shape of the gap

• 42 % of Danish basic elder-care staff are foreign-born. Among social- og sundhedshjælpere the share is over 50 %. (EVA / Altinget 2024, SOU 2024:78.)
• 25 % of care staff need language support to meet the written demands of the job. (Äldrecentrum 2023.)
• Denmark alone will be short 15 000 care workers by 2035. Sweden projects an equivalent gap across äldreomsorg. (EVA 2024, Socialstyrelsen.)

These are not temporary staffing problems. The demographic arithmetic - more 80+ residents, fewer working-age adults, record-low recruitment of domestic care workers - guarantees that a growing share of Scandinavian care is delivered by staff whose first language is not the language in which records must be kept.

The risk that follows is not a recruitment risk. It is a care-quality risk. Ambiguity in a written note (was it blod, or blød afføring?) becomes a phone call, a missed observation, or a delayed response. The fix is not “hire differently”. The fix is to make the documentation itself easier to get right.

What Clex changes

Clex is a keyboard on Android and iOS, and a browser extension on Chrome and Edge. Instead of leaving a bilingual care worker to get the Danish or Swedish right on their own, Clex lets them:

1. Write the note - body area, condition, care situation - even in fragments or broken word order. Word suggestions above the keys - trained on care-documentation language, not general phone-keyboard vocabulary - help find the right Danish or Swedish term as the worker types. Clex reads the care concept behind each word and shows the matching pictogram beside it.
2. Correct and rewrite the note with one tap - two models on the device fix the spelling and rewrite the note into the phrasing the record system expects, change by change.
3. Hear the note read aloud by on-device text-to-speech before saving, to confirm the meaning.
4. See a live translation into their own language, displayed beside the text and generated entirely on the device.

The pictogram marks the care concept Clex recognised. The note goes into the record in Danish or Swedish. The translation confirms that the note says what the worker intended. None of that depends on the care worker’s written proficiency. Nothing in that workflow sends the worker’s text off the device - the correction and the rewrite both run there.

Twenty-eight languages on Android, twenty-six on iOS, twenty-seven in the browser

Clex Keyboard on Android ships with on-device translation for 28 languages:

Albanian, Arabic, Bosnian, Bulgarian, Danish, Dari, English, Farsi (Persian), Filipino (Tagalog), Finnish, French, German, Italian, Lithuanian, Nepali, Norwegian (Bokmål), Pashto, Polish, Romanian, Russian, Somali, Spanish, Swedish, Thai, Tigrinya, Turkish, Ukrainian, Vietnamese.

Clex Keyboard on iOS covers the same list without Lithuanian and Pashto, 26 languages; Clex Web covers it without Dari, 27 languages, with read-aloud voices for 15 of them. On the keyboards, read-aloud is available in every language for which the device has an offline voice. The language packs are in production today, and they cover the languages spoken by foreign-born care staff across Scandinavia.

Who this helps most on a shift

• Bilingual staff writing in their second language. The slowest, most draining part of the shift is now done quickly.
• Staff with dyslexia or other language-processing differences. Writing the note quickly and letting Clex correct and rewrite it replaces writing correct Danish or Swedish from scratch. The same approach that helps a Somali-speaking home-care assistant helps a Danish-speaking staff member who struggles with spelling.
• Night-shift and weekend staff who do not have a colleague to cross-check a note. The on-device read-aloud gives an immediate second check.
• New hires in their first weeks. A new hire can learn the Clex writing flow in a single shift.
• Staff on personal devices via BYOD. Activation happens without IT intervention.

Background

The team behind Clex has a decade of experience in language technology. The founders built Wizkids, the reading-support tool used across Danish schools for years; the same team applied that language-technology expertise to care documentation. The language support listed above is live code, in production today, across Scandinavian municipalities from Norsjö to Lund.

For the full set of questions procurement and data-protection teams ask about Clex, see the FAQ. Request the customer document pack from the compliance hub. To get in touch, visit the contact page.