Benchmark · October 2026

On-device or cloud: which should you choose?

Visit Digest can turn your recording into a summary in two ways. In the cloud, where our cloud model does the work, or entirely on your iPhone, where nothing about your visit ever leaves the phone. We tested both on the same nine realistic doctor visits so you can see the trade-off for yourself.

Visits summarised
18/1818/18
Both completed every visit, every time.
Medicines captured
83%90%
Names, doses and changes said in the room.
Health conditions captured
79%94%
Diagnoses, history and risk factors.
Leaves your phone
Nothing
On-device keeps audio, transcript and summary on your iPhone.

The short answer

The cloud is the most complete. It caught 90% of medicines and 94% of health conditions across all nine visits, and it was the more reliable of the two on long, busy appointments.

On-device is good enough for most visits, and completely private. It caught 83% of medicines and 79% of conditions. It reliably picks up the main reason for the visit, the new or changed medicines and what you need to do next. What it misses tends to be the background: an over-the-counter remedy mentioned in passing, a supplement, or an older piece of history.

What each one captured

Share of the medicines and health conditions said in each visit that ended up in the summary, across all nine visits (two runs each).

Hover or tap a row for the numbers. Tap a method to highlight it.

Facts captured, on-device vs cloud0%25%50%75%100%Medicines captured83%90%Health conditions captured79%94%Facts captured, on-device vs cloud0%25%50%75%100%Medicines captured83%90%Health conditions captured79%94%

Visit by visit

Key facts captured in each visit (medicines and health conditions together). Visits run from 5 to 30 minutes, with up to four people in the room. The further apart the two dots, the bigger the gap.

Hover or tap a row for the numbers. Tap a method to highlight it.

Key facts captured in each visit40%60%80%100%Heartburn5 min · 2 peopleChild's ear infection7 min · 3 peopleLow mood10 min · 2 peopleAnxiety11 min · 2 peopleChest pain15 min · 3 peopleBiopsy results19 min · 4 peopleFalls & medicine review20 min · 3 peoplePregnancy booking20 min · 2 peopleNew patient, many concerns30 min · 3 peopleKey facts captured in each visit40%60%80%100%Heartburn5 min · 2 peopleChild's ear infection7 min · 3 peopleLow mood10 min · 2 peopleAnxiety11 min · 2 peopleChest pain15 min · 3 peopleBiopsy results19 min · 4 peopleFalls & medicine review20 min · 3 peoplePregnancy booking20 min · 2 peopleNew patient, many concerns30 min · 3 people
Show the numbers as a table
VisitLengthOn-deviceCloud
Heartburn5 min67%100%
Child's ear infection7 min75%100%
Low mood10 min100%100%
Anxiety11 min83%100%
Chest pain15 min82%91%
Biopsy results19 min92%100%
Falls & medicine review20 min74%87%
Pregnancy booking20 min86%77%
New patient, many concerns30 min83%100%

On short and medium visits the two are close, and on one visit (the pregnancy booking) on-device found more medicines than the cloud. The gap widens on long visits with many topics, like a 20-minute medicine review for an older patient.

Which should you choose?

Cloud

Most complete

  • Captures the most detail, especially on long visits with lots of medicines or history.
  • Fast: a summary in seconds once your recording is uploaded.
  • Your recording is sent securely to our servers to be processed. Read how we handle it in our privacy policy.
On-device

Total privacy

  • Nothing leaves your iPhone: not the audio, not the transcript, not the summary.
  • Gets the main points right: why you went, what changed and what to do next.
  • May miss smaller details, like a supplement or an older diagnosis. Check your summary against your notes.
  • Needs a recent iPhone that supports on-device AI. It takes a little longer, as your phone does the work.

Want it truly private? Turn on On-device processing and turn off Cloud Sync, both in Settings > Privacy & Security. Your recordings are then transcribed and summarised on your iPhone, and your visits are kept only on that phone. The trade-off is that nothing is backed up: if you lose the phone or delete the app, those visits can't be recovered.

You can switch between them at any time in Settings. Ask AI and visit prep always ask before sending an on-device visit to the cloud. Whichever you pick, Visit Digest summaries are AI-generated and are not medical advice: if something matters, check it with your care team.

How we tested

We wrote nine realistic doctor visits with a clear answer key: the medicines, doses and health conditions actually discussed. They cover a heartburn check, a child's ear infection, low mood, anxiety, chest pain, biopsy results, a falls and medicine review, a pregnancy booking and a 30-minute new-patient visit, with two to four people speaking and sensitive topics included.

Each visit was processed twice by each method, from the same transcript, using the same processing code Visit Digest runs in the app. We counted how many of the answer-key medicines and conditions appeared in each summary, accepting everyday wording (for example "high blood pressure" for hypertension). Both methods completed all 18 runs, and neither added a medicine that wasn't mentioned in the visit.

We wrote real-world touches into these visits, like background sound, interruptions and people correcting themselves, but this is still mostly clean data: scripted, clearly spoken and processed from an accurate transcript. Real appointments are messier, with crosstalk, accents and a phone further from the speaker, so results in your own visits may differ. Timings exclude uploading and transcription; on-device speed depends on your iPhone. We'll update this page as Visit Digest improves.