{"head":{"title":"AI for Fitness and Wearables: Use Cases and Builds","description":"AI for fitness and wearables: readiness scores that explain themselves and photo-first nutrition tracking with safety built in. See OceanLab's builds.","canonical":"https://oceanlab.in/ai/fitness"},"industry":"fitness","aiStudies":2,"allStudies":5,"countries":2,"featured":[{"meta":{"slug":"latu","industry":"fitness","projectType":"Wearable data dashboard","country":"fi","tags":["healthcare","ai","saas"],"compliances":["GDPR","Finnish Data Protection Act","EU MDR","EU AI Act"],"cover":{"src":"/case-studies/latu/01-home.png","width":1440,"height":1000}},"text":{"en":{"title":"Latu - Wearable Data Dashboard for Endurance Athletes and Coaches","description":"Designed and built a clickable athlete app for a Finnish sports-tech company that joins heart rate, HRV, sleep and training load from several wearables: a daily readiness score that explains itself, training load and fatigue charts, every workout in one list with duplicates merged, and sleep trends against the athlete's own normal range.","category":"Fitness & Wearables / Wearable Data","client":"Vaarala Sport Labs Oy"}}},{"meta":{"slug":"quandong","industry":"fitness","projectType":"AI nutrition tracker","country":"au","tags":["ai","healthcare","mobile"],"compliances":["Privacy Act 1988 and APPs","Notifiable Data Breaches scheme","Food Standards Code","Nutrient Reference Values (NHMRC)","Australian Dietary Guidelines","TGA medical device boundary","Australian Consumer Law"],"cover":{"src":"/case-studies/quandong/01-home.png","width":1440,"height":1000}},"text":{"en":{"title":"Quandong - Photo-First AI Nutrition Tracker with Safety Built In","description":"Designed and built a clickable photo-first food diary for a Brisbane consumer health company: snap a meal, the AI finds each food and shows how sure it is, fix anything in two taps, and see kilojoules, macros, fibre and key micros against Australian reference values, with guidance tied to the Australian Dietary Guidelines.","category":"Fitness / AI Nutrition Tracking","client":"Mulga Creek Health"}}}],"frameworks":[{"label":"GDPR","count":1},{"label":"EU AI Act","count":1}],"useCases":[{"title":"Readiness scores","detail":"Heart rate, HRV, sleep and training load from several wearables joined into a daily readiness score that explains itself.","studies":[{"slug":"latu","title":"Latu - Wearable data dashboard"}]},{"title":"Training load","detail":"Training load and fatigue charts, with every workout in one list and duplicates from different devices merged.","studies":[{"slug":"latu","title":"Latu - Wearable data dashboard"}]},{"title":"Photo food logging","detail":"Snap a meal and the AI finds each food and shows how sure it is. Anything wrong is fixed in two taps.","studies":[{"slug":"quandong","title":"Quandong - AI nutrition tracker"}]},{"title":"Guidance against references","detail":"Energy, macros and key nutrients shown against national reference values, with guidance tied to official dietary guidelines.","studies":[{"slug":"quandong","title":"Quandong - AI nutrition tracker"}]}],"siblings":[{"label":"AI agents and automation","href":"/ai/ai","detail":"Research agents, knowledge assistants, call analysis, support triage, back-office agents and code review."},{"label":"AI for clinics and hospitals","href":"/ai/clinics","detail":"Clinical scribes, radiology workflow, clinic operations and patient feedback, with clinicians in charge."},{"label":"AI for insurance","href":"/ai/insurance","detail":"Claims intake, underwriting and insurance operations, with a person behind every decision."},{"label":"AI for legal teams","href":"/ai/legal","detail":"Contract review, policy assistants, e-discovery and contract lifecycle, with lawyers signing off."},{"label":"AI for accounting and tax","href":"/ai/accounting","detail":"Suggested bookings, receipt checks and tax reports from raw transactions, with the bookkeeper deciding."},{"label":"AI for agriculture","href":"/ai/agri","detail":"Satellite crop monitoring, stress triage and farm climate control, with agronomists and growers approving."},{"label":"AI for automotive","href":"/ai/auto","detail":"Used-car pricing with guardrails, inspection QA and condition reports, with buyers and reviewers deciding."},{"label":"AI for data and analytics","href":"/ai/data","detail":"Explainable forecasts planners can override and data quality monitoring that holds bad data back."},{"label":"AI for e-commerce and D2C","href":"/ai/ecom","detail":"Shopping assistants grounded in the catalogue and review moderation with safety escalation."},{"label":"AI for energy and utilities","href":"/ai/energy","detail":"Solar, battery and home energy apps with AI insights and automations, backed by IoT sensors."},{"label":"AI for K-12 and tutoring","href":"/ai/k12","detail":"AI tutoring, teacher-reviewed feedback and translated parent messages, with teachers in charge."},{"label":"AI for manufacturing","href":"/ai/manufacturing","detail":"Visual inspection on the line and predictive maintenance that explains its alerts, advisory only."},{"label":"AI for media and creators","href":"/ai/media","detail":"AI video editing and clip finding, consent-gated voice clones and podcast publishing tools."},{"label":"AI for mobility and EV","href":"/ai/mobility","detail":"Driver safety scoring, fleet rebalancing, AI-matched lost property and EV ride-hailing."},{"label":"AI for procurement and ESG","href":"/ai/procurement","detail":"Spend classified across ERPs and carbon inventories with evidence behind every number."},{"label":"AI for social and community","href":"/ai/social","detail":"Moderation queues, trust and safety triage and scam detection, with moderators making the call."},{"label":"AI for customer support","href":"/ai/support","detail":"Chat and voice AI agents with safe human handoff, call summaries and feedback that closes the loop."}]}