The iOS 27.3 beta has an unfinished system that bases Health app suggestions on 60 questions about your routines, workouts, social life and the places you visit. A model on Apple’s servers answers the questions from a recap of your health data, so the suggestions would draw on where you eat, where you work out and how often you go out with other people.
The questions belong to MotivatorBarrierResource, the only agent recipe that fills the Siri AI memory graph in beta 1. The recipe sorts your habits into motivators, barriers and resources, and Apple has not announced the memory graph or the new suggestions.
How Health App Suggestions Work
On iPhone, the Health app’s action-suggestions feature is built to use those answers. The feature creates suggestions from your top barriers, your main motivators and the places you visit often.
The answers are saved as insights in the memory graph and indexed in HybridSearch, where your documents, emails and Siri chats are stored. Siri AI and other systems can query those insights, and separate disabled code in the same beta would let Siri AI read your Health data directly.
A question is only sent to the model when you have enough data for it. Every question needs your health summaries, plus data from one or two of the five sources below.
- Routines and habits
- Activities you do on your own
- Social activities you do with other people
- Places you visit often
- Places where you work out
Apple Sorts Your Habits Three Ways
Motivators (21 questions)
Motivators are routines that tend to go along with healthy behavior, such as a stable schedule. Apple groups them as Routine Maintenance, Behavioral Momentum and Environmental Variation, and the model is told not to treat a motivator as a proven psychological drive or emotional state.
- Whether morning workouts and frequent gym visits push you toward movement and nutrition goals
- Whether a regular commute and set work hours help you build better sleep habits
- Whether watching or listening to something on your own before bed helps you sleep longer
Barriers (21 questions)
Barriers are patterns that tend to go along with inconsistent or unhealthy behavior, such as travel or clashing plans. Apple sorts them into Weather, Competing Commitments, Social Obligations, Facility Proximity and Caregiving Responsibility, and the model is told that a barrier is not an absolute physical blocker.
- Whether late-night restaurant visits disrupt your sleep and nutrition
- Whether long evening media sessions on your own cut into your sleep
- Whether nighttime activities at home with others point to caregiving that interrupts your sleep
Resources (18 questions)
Resources are the places, time and conditions that shape your chances to stay healthy, such as how close you are to the places you use. Apple groups them as Environmental Anchors, Facility Proximity, Time Availability, Physical Readiness and Favorable Weather.
- Whether frequent gym visits and regular shopping trips give you access to exercise and better food
- Whether late evening contact with close friends and family supports your mood and sleep
- Whether more time in daylight on outdoor trips helps regulate your sleep
Eating Out Comes Up Seven Times
Seven of the 60 questions are about eating out, from late-night restaurant visits and fast food to dinners with large groups. Many questions also check whether you do something alone or with other people.
The same habit can count for or against you. Group workouts are a source of encouragement in one question and pressure to move at someone else’s pace in another, while social plans can lift your mood or throw off your sleep and meals. One resource question asks whether frequent visits to religious or community sites support self-reflection, mental wellbeing and sleep.
The action-suggestions feature belongs to the redesigned Health app, which returned in the iOS 27.3 beta on November 3. Apple had pulled it from iOS 27.2 before that update shipped.
