Case studies

Hong Kong sources that support the soft-live thesis.

Summaries of public Hong Kong reporting and official data on waitlists, access gaps, stigma, and workplace strain. These are external sources — not CalmStep.AI outcome claims.

Waitlist gap

Published2025–2026 · HA waiting-time release

Public psychiatry waitlists leave stable cases waiting for months

Hospital Authority psychiatry specialist outpatient clinics triage new cases into urgent, semi-urgent, and stable. Recent HA published figures show most new bookings are stable cases, with cluster median waits often measured in tens of weeks and longest waits exceeding a year in some clusters. A 2024 LegCo motion also cited New Territories East waits of up to 99 weeks (Apr 2023–Mar 2024). This supports CalmStep.AI’s thesis: people need a private, lower-stigma first step while waiting — never a replacement for clinical care.

Source: Hospital Authority — Psychiatry SOPC waiting times

Access & early support

Published21 June 2023

Manpower shortage and long waits block early access to care

A South China Morning Post letter (Mind HK / sector voices) estimates about one in five people in Hong Kong experience clinical-level anxiety or depression, often in silence. It cites roughly 7.55 psychiatrists and 8.15 clinical psychologists per 100,000 people (vs much higher OECD averages), and non-urgent waits that can reach around 90 weeks in the HA system. The piece argues for earlier, more accessible support while specialist capacity catches up — aligning with soft-live as a private text→audio counselling session beside human services.

Source: SCMP — Mental health depends on early intervention

Privacy & stigma

Published1 January 2025

Stigma still makes speaking up hard — community gaps remain

SCMP’s Jan 2025 feature on Hong Kong mental-health initiatives notes that stigma around mental illness makes speaking up difficult, while many people face long waits for professional care. Local NGOs and community programmes are stepping in to bridge gaps. This supports designing soft-live as a completely private, no-stigma first step at the user’s pace — with clear crisis handoffs to Samaritans, HA lines, and 999.

Source: SCMP — Stigma, shortages, and community initiatives

SME / workplace

Published12 August 2024

Workplace burnout is high — few workers seek professional help

AXA’s Study of Mind Health and Wellbeing 2024 (Hong Kong working adults) found 77% experienced at least one work-related mind-health issue; burnout rose to 49% (from 22% in 2023), yet only 16% sought professional help. Many reported stress, sick leave, and intent to disengage or leave. This supports an Upcoming organisation / SME wellbeing layer: always-on, low-stigma support between rare human sessions — packaging still Coming soon.

Source: AXA Hong Kong — Mind Health Study 2024

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