Automate Bilingual Customer Reply Drafting
A customer support agent in Malta gets a message that opens in Maltese, switches to English mid-sentence for a technical term, and closes with a Maltese sign-off — completely normal, everyday code-switching for a Maltese speaker — and the agent has to decide whether to reply fully in English, fully in Maltese, or mirror the customer's own mixed register, usually defaulting to whichever feels safer rather than what actually matches how the customer communicates. A drafted reply pulled from a canned-response library written entirely in one language or the other reads as slightly off to a customer used to genuinely bilingual communication, and multiplied across hundreds of tickets a month, replies read a little more foreign than they need to.
STARTING PRICE
From €299
Standard tier · Multi-step workflow with AI extraction/decisioning and 2-3 integrations.
Get a quote →Saves roughly 5-10 min per ticket in drafting time.
How the automation works
We draft customer reply suggestions that match the register and code-switching pattern of the incoming message rather than forcing a single-language response — if a customer wrote primarily in Maltese but used English for a technical or product-specific term, the draft reply mirrors that pattern instead of translating everything into pure Maltese or defaulting entirely to English. Drafts are built from an evolving library of prior approved replies rather than generated fresh each time from a generic bilingual model, so tone and terminology stay consistent with how the business has actually communicated with customers before. An agent reviews and sends every draft — this speeds up drafting, it doesn't remove the human judgment call on tone, especially for a sensitive or escalated ticket.
Process flow
- 01
Customer message received trigger
An incoming support message or chat is received in its original language mix, exactly as the customer wrote it, without pre-processing that would strip code-switching signal.
- 02
Detect language and code-switching pattern ai
The message is analyzed for its actual language mix — which language carries the main sentence structure, which terms switched to English or Maltese and why (technical terminology, brand names, idiomatic expressions) — rather than classified as simply 'Maltese' or 'English.'
- 03
Draft a reply matching the pattern ai
A reply draft is generated that mirrors the customer's register and code-switching pattern, pulling terminology from the library of prior approved replies rather than translating a single-language template.
- 04
Agent reviews and edits output
A support agent reviews the draft for tone, accuracy and appropriateness to the specific situation, editing as needed before sending — especially important for an escalated or emotionally sensitive ticket.
- 05
Reply sent and logged for future drafts output
The final, agent-approved reply is sent and logged, refining the approved-reply library for future draft quality.
Inputs
- Incoming customer message (original language mix)
- Library of prior approved bilingual replies
- Brand tone and terminology guidelines
- Agent review and edits
Outputs
- Draft reply matching customer's code-switching pattern
- Agent-reviewed final response
- Growing library of approved bilingual replies
- Reduced drafting time per ticket
Works with
Prefer a fully custom build instead of an off-the-shelf integration? We scope both options during your free consultation — most jobs like this one work fine on standard connectors, but higher-volume or non-standard systems sometimes need bespoke API work, reflected in the complex tier.
Where this goes wrong if you get it wrong
- Code-switching between Maltese and English mid-sentence is normal, everyday communication for Maltese speakers, not a language error to be corrected — a drafting system that 'fixes' a customer's mixed-language message into pure Maltese or pure English before replying, or that replies in a single language when the customer clearly signaled comfort with a bilingual register, produces a response that reads as noticeably more formal or foreign than how the business actually communicates with that customer base.
- Technical and product terminology in Malta is very often used in English even within an otherwise Maltese sentence, because that's genuinely how bilingual speakers in technical and business contexts communicate — forcing a Maltese translation of an English technical term that customers themselves don't use in Maltese can make a reply harder to understand, not easier, even though it's linguistically 'more complete.'
- A canned-response library built entirely in one language, then translated wholesale into the other for bilingual coverage, misses the fact that natural bilingual replies aren't simply two parallel monolingual versions — a genuinely natural bilingual reply mixes languages the way the customer did, and a library that can only offer 'the Maltese version' or 'the English version' as separate options doesn't match that.
- Sensitive or escalated communications — a complaint, a billing dispute, an apology for a service failure — carry more tone risk than routine replies, and a drafted response that gets the language mix right but misjudges the formality or empathy level needed for the specific situation can make things worse; these cases need closer agent review than a routine informational reply.
Frequently asked questions
Does this force every reply into a specific language?
No — it mirrors the customer's own code-switching pattern, since Maltese-English mid-sentence switching is normal in real communication, and forcing a single-language reply when the customer used a mixed register can read as unnaturally formal.
How does it decide when to keep a term in English versus translate it to Maltese?
It's informed by patterns in the library of prior approved replies and how the customer themselves phrased the message — technical and product terms are often kept in English specifically because that reflects genuine usage, not a translation gap.
Does an agent still review every reply before it sends?
Yes — every draft goes through agent review before sending, which matters especially for sensitive or escalated tickets where tone judgment needs a human, not just correct language matching.
How does the approved-reply library improve over time?
Every agent-approved final reply feeds back into the library, so draft quality and terminology consistency improve as more real, approved bilingual exchanges accumulate.