Research Foundation · AI Pieces
Good products aren't built on instinct. They are built on evidence — peer-reviewed, challenged, replicated, and stress-tested. Before the first line of FamilyCompass code was written, the questions asked were the ones that matter: What does the research actually show? Who has already solved part of this problem? What does the data say consumers actually want? This page answers those questions in full.
Section I
The four AI Pieces products — FamilyCompass, HealthCompass, CareCompass, EduCompass — are not guesswork. Each addresses a sector where fragmented, unencrypted, or non-existent digital coordination is causing measurable harm. Here is the evidence.
Family life has become logistically complex at a speed that no informal system can handle. Dual-income households, shift-working parents, dispersed extended families, and multi-timezone relatives create a coordination burden that directly damages family relationships.
The research is unambiguous: scheduling conflict is not a minor inconvenience — it is a primary driver of family stress, with documented downstream effects on child wellbeing, marital satisfaction, and mental health.
Clinical research consistently documents that 25–35% of nursing time in high-dependency wards (ICU, maternity, paediatrics) is consumed by family communication — primarily answering the same questions by phone, repeatedly, from anxious relatives who have no other channel.
This is not a minor inefficiency. In a system under unprecedented staffing pressure, every minute spent on a repetitive family phone call is a minute not spent on direct patient care. The solution is not to reduce family involvement — it is to give families a better channel.
Family members of care home residents report a consistent and distressing experience: they do not know what is happening to their relative on a daily basis. Phone calls to care homes go unanswered. Staff are too busy to provide updates. Families feel excluded from care decisions.
This is not a failure of care home staff — it is a structural absence of the right communication infrastructure. CareCompass fills exactly this gap.
Schools are currently running a fractured patchwork of communication: email chains, WhatsApp groups (unencrypted, uncontrolled), paper letters, phone calls, and management information system portals — none of which talk to each other, none of which are GDPR-compliant by default.
UK Government research shows parent-teacher communication consumes 15–20 tasks per teacher per day. The fragmentation also creates significant compliance risk: personal data about children shared across unencrypted channels violates GDPR Article 32.
Section II
Privacy is not a feature. It is the foundational design decision that every other decision flows from. The data showing why this matters is overwhelming — and largely ignored by the apps families are currently using.
"The FTC does not tolerate companies that over-collect, indefinitely retain, or misuse consumer data."
Section III
FamilyCompass was not built from a theoretical concern about privacy. It was built in response to a documented, regulatory-enforced problem: mobile apps that collect precise family location data are selling it — often without meaningful user awareness — to a multi-billion-dollar data broker industry. Governments are now acting.
Investigative outlet The Markup identifies 47 companies operating in the mobile location data industry — buying, packaging, and reselling precise movement data from consumer apps without most users' awareness. The investigation triggers Congressional letters and regulatory inquiries.
↳ The Markup, September 2021The Federal Trade Commission sues data broker Kochava for selling location data collected from people visiting abortion clinics, addiction treatment centres, and other sensitive locations. The FTC signals that the entire location data industry will be under close scrutiny.
↳ FTC Press Release, August 2022FTC sanctions location data broker X-Mode (Outlogic), imposing the first-ever regulatory ban on the use and sale of sensitive location data. FTC Chair Lina Khan states: "By securing a first-ever ban on the use and sale of sensitive location data, the FTC is continuing its critical work to protect Americans from intrusive data brokers and unchecked corporate surveillance."
↳ FTC Enforcement Action, January 2024First COPPA rule update since 2013 requires companies to obtain separate parental consent before sharing children's personal information — including location data — with any third party. FamilyCompass was already designed to comply: no third-party data sharing exists in our architecture.
↳ FTC COPPA Updated Rule, April 2024Oregon becomes the second US state to ban the sale of consumers' precise geolocation data, following Governor Tina Kotek's signing of an amendment to the Oregon Consumer Privacy Act. Texas and California have active litigation targeting the location data industry.
↳ IAPP — US State Privacy Law Enforcement Trends, 2024"The FTC does not tolerate companies that over-collect, indefinitely retain, or misuse consumer data."
FTC Chair Lina Khan · July 2022 · Reaffirmed with enforcement actions in 2024
FamilyCompass uses AES-256-GCM end-to-end encryption with zero-knowledge architecture. We cannot read your location data. We do not sell it. We never will.
Our Security Architecture →Section IV
AI Pieces products were built to exceed regulatory requirements — not merely comply with them. Here are the key frameworks that apply to our products and how we interpret them.
Applicable to all AI Pieces products. Built in Kerry, Ireland — inside the EU — GDPR compliance is not an afterthought. AES-256 encryption satisfies Article 32's requirement for "appropriate technical measures." Zero-knowledge architecture means we cannot suffer a breach of user data because we do not hold it in decryptable form.
GDPR Article 5(1)(b): purpose limitation. We collect location data solely to show it to the family member's own family — and for no other purpose.
↳ GDPR Article 5 — Principles relating to processing of personal dataApplicable to HealthCompass and CareCompass. The HIPAA Security Rule (45 CFR §164.312) requires covered entities and business associates to implement technical safeguards including access controls and encryption. HealthCompass implements AES-256 encryption for all protected health information (PHI), end-to-end encrypted message delivery, and a full audit trail per §164.312(b).
The HIPAA Privacy Rule additionally governs permissible disclosures. HealthCompass is designed as a conduit between clinical staff and authorised family members — operating within HIPAA's Treatment, Payment, and Operations (TPO) framework.
↳ HHS HIPAA Security Rule — 45 CFR §164.312FamilyCompass explicitly serves families with children. COPPA requires verifiable parental consent before collecting personal information from children under 13. FamilyCompass implements parental consent workflows, does not display advertising to any user, and collects children's location data only within the encrypted family circle — never for third-party sale or profiling.
The FTC updated COPPA rules in April 2024 to require separate parental consent before sharing children's data with any third party. FamilyCompass has no third-party data sharing — by architecture, not just by policy.
↳ FTC COPPA Rule — updated April 2024The most extensive US state privacy law. Grants consumers the right to know what data is collected, the right to delete, and the right to opt out of the sale of personal information. Research shows the vast majority of users of location-sharing apps do not know their data is being sold — opt-out rates across the industry consistently sit below 5% of active user bases, suggesting awareness rather than consent is the core issue.
FamilyCompass has no data to opt out of selling — because we have no data selling programme, by design. Users have full access to their encrypted data and can delete their account and all associated data at any time.
↳ California Attorney General — CCPA / CPRA"Oregon became the second state to ban the sale of consumers' precise geolocation data."
Section V
The following papers directly inform the design and feature decisions in AI Pieces products. These are not decorative citations — they are the reason specific features exist.
Longitudinal study of how family communication patterns — consistency, quality, and frequency — directly predict child developmental outcomes. Motivates FamilyCompass's emphasis on structured, low-friction communication tools rather than open-ended social media-style features.
Identifies that 68% of family stress originates from logistics miscommunication — not from relational conflict. This single finding explains why AI conflict detection, shared calendaring, and real-time location form the core of FamilyCompass rather than social or emotional features.
Time-diary analysis demonstrating that families spend disproportionate time on coordination overhead at the expense of quality time. FamilyCompass's Time Travel Engine — which surfaces optimal family availability windows automatically — is a direct response to this finding.
Dr. John Gottman's 40+ years of observational research on relationship success, identifying the 5:1 positive-to-negative interaction ratio as a primary predictor of relationship health. The User Dashboard's wellbeing features, check-in prompts, and positive interaction reminders are directly grounded in this body of work. Gottman's research achieves 94% predictive accuracy for relationship outcomes from communication patterns alone.
72% of US adults believe there should be more government regulation of what companies can do with personal data. Only 7% want less. 37% of modern families live across different cities. Directly motivates the zero-knowledge architecture and the explicit positioning of FamilyCompass as a privacy-first alternative to data-selling incumbents.
Perel's research on the tension between security (attachment, familiarity) and desire (mystery, novelty) in long-term relationships informs the FamilyCompass wellbeing approach — specifically the emphasis on individual space and personal User Dashboards within a shared family system, rather than total surveillance.
Section VI
Modern peer-reviewed research has existed for decades. But family coordination has been studied, debated, codified, and lived by every civilisation in human history. The ancient Greeks, Romans, Maya, Inca, Chinese, Norse, and 16 other civilisations left detailed written records of household management, family duties, and domestic coordination. FamilyCompass draws on all of it. Click any region to explore the ancient texts.
FamilyCompass is currently in active beta with families across four countries. The research above is live in the app today.
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