Italian first · seeking partners

Marco

A familiar voice, in your own language.

Warm companion calls for older people who are most at home in a language other than English — starting with Italian. Every concern is reviewed by people. Marco supports care teams and families; it never replaces them.

A third of older Australians, often spoken past

35% of Australians aged 65+ were born overseas — and around one in five in a non-English-speaking country.1

CALD elders are not a niche — they are roughly a third of the people ageing in Australia.1 The Italy-born community is among the oldest in the country, with a median age of 72 at the 2021 Census,2 and Italian is among the top preferred non-English languages in residential aged care.2 This post-war migration cohort is reaching peak aged-care years now.

Limited English proficiency is a documented driver of loneliness and isolation for older migrants — it shrinks networks and shuts people out of mainstream programs3 — and strong social connection is associated with around 50% higher survival odds across 148 studies.4 Meanwhile the system's own language support is thin: professional interpreters are used in under 1% of Medicare-funded consultations with patients who have poor English.5

1 in 3

Australians aged 65+ were born overseas1

~1 in 5

were born in a non-English-speaking country1

72

median age of Italy-born Australians (2021) — among the nation's oldest2

<1%

of Medicare consults with low-English patients use the free interpreter service5

Why a first language matters

As dementia progresses, many migrants lose the English they learned as adults — and return to their first language.6

First-learned languages are laid down deepest and are more resilient to neurodegeneration, so language reversion is real and well documented.6 Italy is the largest single non-English country of birth among Australians living with dementia,6 and CALD background is associated with later diagnosis — referral-to-diagnosis taking around a month longer than for non-CALD patients.7 A regular caller who speaks the elder's first language can stay alongside them where decline often shows first — and gently surface change for people to review. Marco notices; it never diagnoses.

How it works

A warm conversation in their language, doing careful work quietly.

A call in their first language

Marco phones for an unhurried, human-feeling chat in the elder's own language — Italian first — opening with a familiar greeting and leaning on reminiscence-friendly topics: food, family, hometown, music. Companionship comes first.

A gentle wellbeing check-in

Within the conversation, Marco listens lightly for mood, sleep, eating and getting out — never read out as a questionnaire. It is a companionship and check-in tool, not clinical care and not a diagnosis.

Change surfaced for human review

When Marco notices a change worth a closer look — new word-finding difficulty, confusion, withdrawal, missed calls — it surfaces a clear, plain-language summary to the family circle or provider, per consent. People, not the AI, decide what happens next.

Engineered escalation — humans in the loop

Higher-concern calls are priority-flagged to a human, and anyone in genuine distress is warmly guided to immediate human help. This path is built, tested and rehearsed — not left to chance.

The evidence, briefly

Modelled on the research, honest about what's proven.

Why a shared language

A systematic review found language-concordant care is linked to better communication, access and outcomes in the majority of studies.8 Marco is modelled on that evidence — these are studies of human clinicians, not AI calls.

Why phone check-ins

In a randomised trial of 240 homebound older adults, brief empathy-focused calls from trained lay callers improved loneliness, depression and anxiety within four weeks.9 Marco's cadence is modelled on those human telephone-support protocols.

What we don't claim

There are no randomised trials of AI check-in calls for older migrants.10 Speech recognition also degrades for accented, elderly and dialect speech,10 so we bench-test per cohort and say "modelled on" — never "shown to".

Who Marco is for

Built to sit alongside the people and services already caring for older migrants.

Aged-care providers

Evidence preferred-language, culturally safe contact under the Aged Care Act 2024 and the strengthened Quality Standards.11

Community & ethnic services

Extend reach to in-language members between visits — natural partners include Italian services such as Co.As.It.

Families

A regular call in nonno or nonna's language, with consented summaries in the family's preferred language.

Any multilingual community

Marco is the multilingual-capability companion — Italian first, and the same companion can operate in any supported language.

Powered by Kate

Every call Marco makes is orchestrated by Kate, the coordination engine behind all CAREPLANS AI companions. Kate manages scheduling, conversation memory, change detection and human escalation across every persona and vertical, in any supported language.

Safety, privacy & what Marco is not

Careful by design, in a domain where care matters most.

A companion — not clinical care

Marco provides language-concordant companionship and check-ins. It does not provide clinical care, diagnosis or cognitive assessment, and is not a medical device. Clinical decisions always rest with qualified people.

Never a substitute for an interpreter

Marco does not replace accredited (NAATI) interpreters for clinical, consent, assessment or care-planning encounters. For those conversations the right path is always a professional interpreter — TIS National 131 450.

Genuine distress goes to human help — by design

Marco is not a crisis service. Its escalation path is engineered and rehearsed: urgent concerns are priority-flagged to a human, and anyone in distress is pointed to Lifeline 13 11 14 or 000 in an emergency.

Data handling & security

Data is stored in AWS Sydney (Australia). AI processing currently runs in the United States (Anthropic and Hume), with zero-data-retention in progress. We never train on customer data. Essential Eight Maturity Level 3 controls implemented; ISO 27001:2022 aligned, certification in progress (not certified).

If you or someone you know needs support now: Lifeline 13 11 14 · In an emergency call 000. For services in your language, use the free interpreter service — TIS National 131 450.

Talk to us

If you serve multilingual communities and want to bring a familiar voice within reach of older people in their own language, we would welcome the conversation.

andrew@careplans.io

Sources

  1. Australian Institute of Health and Welfare, Older Australians (2021 Census basis): 35% of the 4.4 million people aged 65+ were born overseas; around 1 in 5 in a non-English-speaking country; 16% speak a language other than English at home.
  2. Australian Bureau of Statistics, Australia's population by country of birth (2021 Census): Italy-born median age 72 (171,520 people), among the nation's oldest communities. O'Dwyer et al. (2024), Australasian Journal on Ageing: Italian among the top preferred non-English languages in residential aged care.
  3. The Gerontologist (2023) Australian scoping review; Aging & Mental Health (2024) systematic review — limited English proficiency is a consistent associated factor in loneliness and social isolation among older migrants.
  4. Holt-Lunstad J. et al. (2010), meta-analysis of 148 studies (N=308,849): ~50% higher likelihood of survival for people with stronger social relationships.
  5. Bird / CSIRO analysis, Australian Health Review (2011): professional interpreters used in 0.97% of Medicare-funded private consultations with patients of poor English proficiency. Vintage 2011; still the canonical Australian figure.
  6. Language reversion in dementia: first-learned languages are more resilient to neurodegeneration, and migrants who learned English as adults commonly revert to their first language as dementia progresses. Italy is the largest single non-English country of birth among Australians living with dementia (AIHW, dementia in CALD backgrounds; The Conversation/UNSW 2025; Lancet Public Health 2018).
  7. Australian Dementia Network (ADNeT) Registry (2024): referral-to-diagnosis 154–158 days for CALD patients vs 123 for non-CALD; CALD patients present later and receive less neuropsychology referral.
  8. Diamond L. et al. (2019), systematic review, Journal of General Internal Medicine: language-concordant care associated with better quality of care, control, satisfaction and communication in the majority of studies. Evidence is from human clinicians, not AI calls.
  9. Kahlon M.K. et al. (2021), JAMA Psychiatry RCT (N=240 homebound older adults, "Sunshine Calls"): brief empathy-focused lay-caller telephone calls improved loneliness, depression and anxiety within 4 weeks.
  10. No randomised controlled trials of AI voice check-in calls for CALD elders exist (mid-2026). Automatic speech recognition accuracy degrades materially for accented, non-native, elderly and dialect speech (arXiv technical literature). Marco is bench-tested per cohort; we say "modelled on", never "shown to".
  11. Aged Care Act 2024 (commenced 1 Nov 2025), s 23 Statement of Rights — right to communicate in a preferred language with access to interpreters, and to culturally safe, culturally appropriate care; Strengthened Aged Care Quality Standards, Standard 1 (The Individual).

Statistics describe population research, not Marco's own outcomes; Marco's effectiveness is under evaluation. Marco is the multilingual-capability companion (Italian first); the same companion can operate in any supported language, subject to per-cohort testing.