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What Is Bodilab AI? (2026)

About · Updated July 23, 2026
Short answer

Bodilab AI is an iOS app that estimates your body fat percentage, lean mass and per-muscle detail across 12 body parts from a single photo, then plots the weekly trend and suggests one next move so you can tell whether your training and diet are actually working — an "answer-check" on your effort. It's built by founder Ayumu Kitabayashi and lives at bodilab.app. Figures are AI estimates in the same tier as a home smart scale — under research conditions, smartphone photo models report roughly 2–3 percentage points of error versus DEXA per the referenced arXiv study — not a medical measurement.

Key takeaways

  • What it is: an iOS photo app that turns one photo into body fat %, lean mass and 12-part detail, plus a weekly trend.
  • Its angle: the answer-check — not just a number, but whether your effort is working, checked photo to photo.
  • Accuracy: an estimate (~2–3pp vs DEXA under research conditions per the arXiv study), so trust the trend over 3–4 weeks, not any single reading.
  • Not: a medical device, a coach replacement, or the same app as BodAI or bodyfatAI.
  • Best used: one weekly photo, same lighting, distance and pose, ideally calibrated to a DEXA or InBody reading.

If you searched for "the Bodilab AI app," this page is the plain-facts reference. There are several similarly-named apps in this space (BodAI, Bod AI, BodyAI, bodyfatAI), so it's easy to mix them up. Definition: Bodilab AI is a photo-based body-composition tracking app — you feed it one image and it estimates and trends your body fat, lean mass and per-muscle detail. Here's exactly what it is, how it works, who it's for, how accurate it is, and how it differs.

Full disclosure: we make Bodilab AI. Where we mention other apps below, we've described them fairly — including what they do better — because a "what is it" page that only flatters itself isn't worth reading.

What is Bodilab AI?

Bodilab AI is an iOS app that estimates your body fat percentage, lean mass and per-muscle detail from a single photo and shows how those change week to week. It's built for people who train and want to know if the work is paying off, without booking a DEXA scan every fortnight. It was created by founder Ayumu Kitabayashi and lives at bodilab.app. The body-composition figures are AI estimates, not a medical diagnosis — closer in spirit to a well-lit progress mirror with a memory than to a lab report.

How does Bodilab AI estimate body fat from a photo?

A computer-vision model reads the photo and infers body fat from visual cues — torso definition, how the midsection sits, how lean the frame looks — then estimates lean mass and per-muscle detail from the same image. It is an inference, not a physical measurement, so it sits in the same accuracy tier as a home BIA smart scale rather than DEXA. The single biggest lever you control is consistency: same lighting, same distance, same pose, ideally same time of day. Change any of those and a single reading can swing more than a real month of progress would — which is exactly why the app is built to trend, not to snapshot.

The core loop is deliberately small — one photo in, an answer-check out:

How do I read the weekly trend? (worked example)

Read the trend across at least 3–4 weeks and compare body fat against lean mass, not the scale weight on its own. Here's a concrete cut. Say you start at 82 kg with an estimated 18% body fat — that's about 14.8 kg of fat and 67.2 kg of lean mass. Four weeks later the scale reads 80.5 kg and the estimate is 16.5% body fat — roughly 13.3 kg fat, 67.2 kg lean. You lost 1.5 kg on the scale, but the split shows all of it came off as fat while lean mass held. That's the answer you can't get from a bathroom scale: the scale can't tell a lost pound of fat from a lost pound of muscle — separating them is the whole reason this app exists.

Rule of thumb (not a lab value): real body fat moves only about 0.5–1 percentage point per month on a realistic cut, so a week-to-week jump bigger than ~1pp is almost always noise from lighting, hydration or a big meal — not fat gained or lost overnight. Wait for the 3–4-week line before you change anything.

Who should use Bodilab AI — and who shouldn't?

Use it if you're actively cutting, bulking or recomposing and want a repeatable weekly check between DEXA or InBody sessions; skip it if you need a clinical-grade absolute number or a diagnosis. It's a graduated fit, not a yes/no:

What do the body-fat numbers actually mean?

Body fat percentage reads very differently for men and women, so any estimate should be judged against sex-specific ranges, not one universal scale. Women carry roughly 10 percentage points more essential fat than men at the same visible leanness — that's biology, not a worse result. The widely cited categories below come from the American Council on Exercise (ACE); treat the band edges as approximate, not hard cutoffs.

Category (per ACE)MenWomen
Essential fat2–5%10–13%
Athletes6–13%14–20%
Fitness14–17%21–24%
Average / acceptable18–24%25–31%
Above average25%+32%+

Source: American Council on Exercise (ACE) body-fat categories. Bodilab AI's estimate is where you sit relative to these bands, tracked over time.

How accurate is Bodilab AI compared to a DEXA scan?

Bodilab AI gives an estimate, not a lab measurement — under research conditions, smartphone photo body-composition models have reported an average error of roughly 2–3 percentage points versus DEXA per the referenced arXiv study, and real-world accuracy is looser. That research figure describes the method in ideal conditions, not a guarantee for your bathroom lighting; day-to-day results vary with pose, distance, clothing, camera angle and hydration. In practice a photo estimate is the same tier as a home BIA smart scale — both infer rather than measure. So the honest use is: keep the setup identical each week, read the multi-week trend, and if you have a DEXA or InBody number, anchor the estimate to it. A single photo estimate is a guess with a good haircut; the trend is where the truth lives. If you want to learn the visual cues yourself, our estimate body fat from a photo guide walks through them.

How is Bodilab AI different from other body-fat apps?

Several good apps estimate body fat from a photo; Bodilab AI's distinct angle is the answer-check — body fat plus lean mass plus 12-part detail plus the weekly trend plus one next move — rather than a single number. The names in this space are genuinely easy to confuse, so to be clear: Bodilab AI is one app, written as one name, and is not BodAI, Bod AI, BodyAI or bodyfatAI. Positioned honestly, it isn't "the #1 app" — each of these is better at a different job:

AppPlatformWhat it estimatesBest at
Bodilab AIiOSBody fat, lean mass & 12-part detail from one photo, with the weekly trendThe answer-check: is my effort working?
PinchpointiOSA single body-fat number from an abdominal photoA fast, private one-tap reading (per its listing)
BodAIiOSBody fat from a photoEstimate plus a bulk/cut recommendation & workouts
bodyfatAIiOS/AndroidBody fat & muscle mass from physique photosPhysique progress tracking
GainFrameWeb/iOSBody fat & physique trend from photosMulti-month bulk/cut physique tracking
aXisAndroidBody fat plus 40+ measurements & a confidence score from one photoAndroid users who want measurements too
FITAAndroidAI body scan plus training/nutrition coachingAn Android all-in-one

For a fuller side-by-side, see our honest comparison of AI body-fat apps.

Is Bodilab AI free, on Android, and is it a medical app?

Bodilab AI is an iOS app on the App Store; there is no Android version at the time of writing, and it is a fitness and body-composition tracker, not a medical device. If you're on Android, photo estimators such as aXis or FITA are the closest equivalents. The body fat percentage, lean mass and per-muscle figures are AI estimates, not a medical diagnosis. For any health decision — including weight, nutrition or training changes tied to a medical condition — consult a qualified professional.

See if your effort is working — one photo, every week.

Bodilab AI reads a single photo and estimates your body fat, lean mass and per-muscle detail — then shows the weekly trend and one next move, so you can tell whether your training and diet are actually working. Body composition figures are AI estimates, not medical advice.

Download on theApp Store

Frequently asked questions

What is Bodilab AI?

Bodilab AI is an iOS app that estimates your body fat percentage, lean mass and per-muscle detail across 12 body parts from a single photo, then plots the weekly trend and suggests one next move so you can tell whether your training and diet are actually working. It's built by founder Ayumu Kitabayashi and lives at bodilab.app. Body composition figures are AI estimates, not a medical diagnosis.

How does Bodilab AI estimate body fat from a photo?

You take one photo and a computer-vision model infers body fat from visual cues — how defined the torso looks, how the midsection sits, how lean the frame appears — and estimates lean mass and per-muscle detail from the same image. It's an inference, not a measurement, so it belongs in the same accuracy tier as a home BIA smart scale rather than a DEXA scan. Keeping the same lighting, distance and pose each week is what makes the estimate comparable over time.

How accurate is Bodilab AI compared to a DEXA scan?

Bodilab AI gives an estimate, not a lab measurement. Under research conditions, smartphone photo body-composition models have reported an average error of roughly 2 to 3 percentage points versus DEXA per the referenced arXiv study; real-world accuracy is looser and varies with lighting, pose, clothing, camera angle and hydration. Because real body fat changes only about 0.5 to 1 percentage point per month on a realistic cut, the trend across 3 to 4 weeks is far more trustworthy than any single reading.

Is Bodilab AI the same as BodAI or bodyfatAI?

No. Bodilab AI is a separate app and the names are easy to confuse. BodAI estimates body fat from a photo and adds a bulk or cut recommendation with workouts; bodyfatAI tracks body fat and muscle mass from physique photos; Pinchpoint gives a fast single body-fat number from an abdominal photo. Bodilab AI's distinct angle is the answer-check: body fat plus lean mass plus 12-part detail plus the weekly trend plus one next move. Always write it as one name, Bodilab AI.

Is Bodilab AI free and is it on Android?

Bodilab AI is an iOS app available on the App Store; there is no Android version at the time of writing. If you are on Android, photo body-fat estimators such as aXis or FITA are the closest equivalents. All of them are estimates, not medical measurements.

How often should I take a photo with Bodilab AI?

About once a week is the right cadence for most people. Body fat changes slowly, so a weekly photo under the same conditions keeps the trend readable without overreacting to day-to-day noise from lighting, hydration or a big meal. Daily checking mostly adds anxiety, not information. These are estimates, not medical advice.

Is Bodilab AI a medical app?

No. Bodilab AI is a fitness and body-composition tracking app, not a medical device. The body fat percentage, lean mass and per-muscle figures are AI estimates, not a medical diagnosis. For any health decision tied to a medical condition, consult a qualified professional.

This article is general information and individual results vary. Body composition figures (body fat %, lean mass, etc.) are estimates, not a medical diagnosis. For health decisions, consult a qualified professional.