Evidence-minded guides for people who care more about visible progress than another number on the scale.
Turn one gym photo into body-fat, FFMI, and muscle-group trends, then keep the signal going with consistent check-ins.
4.9 ★ from 35 ratings · 5,000 lifters · Private by design
Practical guidance on body composition, progress photos, training, and the work behind GainFrame.
Showing 241–270 of 286 posts
Your face can change as your body composition changes. Facial structure, fat distribution and photo conditions make a universal jawline target unreliable.
Six apps tested for photo tracking, AI analysis, and measurements — ranked for gym-goers who want visual proof, not just a photo album.
No calipers, no scales, no DEXA required. Here is what to actually look for in a progress photo - and how AI makes it instant.
A repeatable photo log, comparable lifts and a few measurements give you a clearer review of progress than any single score or scale reading.
The four body composition metrics every lifter should understand — what each one measures, how they interact during a cut or bulk, and which ones actually matter for your goals.
BMI puts a 220 lb powerlifter in the
Choose a bulk, cut, or recomp using your training goals, progress and recovery. Learn what body fat estimates can tell you and how to track each phase.
The full FFMI reference chart for men and women - with what each tier looks like in practice, where the natural limit sits, and how to use FFMI to track muscle growth over time.
Lean mass and muscle mass are not the same thing. Here
Both apps live in your camera roll workflow. One stores photos with maximum privacy. The other adds AI body composition — at a real privacy cost. Here's the honest breakdown.
Spren dominates its own SERP — 8 of 10 results are their own content. Here's an independent third-party review: what Spren does well, where its accuracy falls short for lifters, what it costs, and how it compares to GainFrame.
trackBod and GainFrame both promise AI body composition from progress photos. One gets you started fast. The other goes considerably deeper. Here's what actually differs.
No app directly measures visceral fat — only a CT scan does. But several tools give you the next-best thing. Here
Visceral fat sits around internal organs. Learn why belly shape and firmness cannot diagnose it, what waist measurements mean, and when to seek medical advice.
From CT scan (gold standard) to waist circumference (free): every visceral fat test explained, ranked by accuracy, and matched to the right situation.
Compare where visceral and subcutaneous fat are stored, what health-risk screening can tell you, and why photos cannot measure either fat compartment.
FFMI (Fat-Free Mass Index) fixes the biggest flaw in BMI for anyone who lifts. Here's what it measures, how to calculate yours, and how to read the ranges.
Most apps just stitch two sloppy selfies together. A real transformation requires exact alignment, clear poses, and hard data proving your progress.
The best apps don't try to do everything. They own one domain and do it better than anyone else. Here's the four-app stack that covers every angle of your fitness.
Analytics tells me what 1,000 users do. I still had no idea why. So I opened a direct line and started asking.
Most fitness content treats a 5-minute concept like a doctoral thesis. We made a goofy mascot to cut through the noise — and share the basics in a way that actually sticks.
What a one-day geopolitical traffic experiment taught me about AI agentic workflows — and why the velocity advantage is now the most important moat for indie developers.
Target Training is live in Pro. Assess your visible muscle groups, pick up to three focus areas, add supplemental exercises, and recheck each month.
Analytics for indie developers who think they need more users. I had 599 installs and no idea what was happening inside my app. 92 users in PostHog rewrote my entire roadmap.
Real numbers on beta testing, marketing channels, retention, and what I learned building GainFrame as a new dad with a full-time job.
Your AI Physique Score, streak, and weight — visible every time you unlock your phone.
From beta testing to launch day — thank you to everyone who helped build this.
DEXA scans, calipers, smart scales, AI body composition analysis - which body fat estimator actually gives you a number you can trust? Here's every method, head to head.
Your daily check-in shouldn't take 10 minutes. Guided Recording automates the whole process so you can focus on posing, not fumbling with timers.
That frustrating low score might have nothing to do with your actual physique. Here's how to separate photo problems from real plateaus.