# Global Scale And Thai Affordability Judge Scorecard

Last updated: 2026-05-08

Loops: 8  
Status: Done

## Scores

| Judge criterion | Score | Confidence | Why |
|---|---:|---|---|
| Global scale | 4.3 / 5 | Medium-high | The global caregiving problem is well supported; the core workflow scales, but localization and payer strategy must change by market. |
| Thai affordability | 4.2 / 5 | Medium | Direct B2C is risky, but sponsored/free-first access through clinics, NGOs, providers, employers, CSR, insurers, or public-health pilots is credible. |

## Global Scale Answer

Global scale score:

> 4.3 / 5

Why this can scale:

- Dementia and eldercare burden are global.
- Family caregivers provide a large share of support.
- Fragmented information and family coordination are common cross-market problems.
- The product core is not Thai-only: evidence, burden, agreement, handoff, review.

What is universal:

- hidden caregiver labor,
- doctor/home-care handoff gap,
- family coordination,
- burden visibility,
- non-blaming help requests,
- weekly accountability.

What must be localized:

- language,
- family roles,
- tone,
- messaging channel,
- escalation resources,
- privacy/legal norms,
- payer/channel.

First 3 international markets:

1. Singapore
2. Japan
3. United States

Main blockers:

- healthcare privacy expectations,
- partner acquisition,
- country-specific family tone,
- local care resource accuracy,
- competition from broad caregiver platforms.

## Thai Affordability Answer

Thai affordability score:

> 4.2 / 5

Can Thai caregivers pay directly:

> Some can, but direct subscription should not be the first model.

What should be free:

- basic incident log,
- burden snapshot,
- one active family agreement,
- limited LINE/SMS drafts,
- safety flags,
- exportable emergency summary.

Who pays instead:

- memory clinic,
- hospital caregiver education program,
- dementia NGO,
- eldercare provider,
- employer caregiver-benefit team,
- insurer,
- CSR/public-health partner.

Price hypotheses:

- THB 80,000-150,000 for 100-family / 8-week sponsored pilot.
- THB 50-150 per active family per month as provider add-on.
- THB 49-149/month optional family upgrade only after trust.

API/unit-cost risk:

- manageable with text-first structured outputs,
- higher if live audio/image/file features are unrestricted,
- should be controlled with quotas and stored JSON.

Ethical guardrails:

- do not charge for safety,
- do not exploit caregiver stress,
- keep export available,
- show AI confidence and review boundaries.

## Judge Narrative

Use:

> Thailand is our wedge, not our ceiling. The universal problem is hidden family caregiving work. The global product core is evidence-to-agreement: we turn care events, doctor information, and caregiver burden into a shared record, a family care agreement, and weekly follow-through. Each country localizes family roles, language tone, messaging channel, resources, and payer.

Use:

> For Thai affordability, we do not expect stressed caregivers to carry the full cost. The caregiver gets useful free access. The first payer is a trusted sponsor: clinic, NGO, eldercare provider, employer, insurer, CSR, or public-health program.