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 211–240 of 254 posts
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.
The natty limit isn't a wall you hit - it's a curve that progressively flattens. Here's the FFMI-based framework for understanding where it sits, how long it takes to approach it, and how to actually tell where you are on the curve right now.
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 is invisible from the outside — but it leaves observable signals. Learn what a hard belly actually means, how to use waist circumference, and what progress photos can and can
Got a visceral fat level from your smart scale? Here
From CT scan (gold standard) to waist circumference (free): every visceral fat test explained, ranked by accuracy, and matched to the right situation.
Subcutaneous fat is the fat you can see and pinch. Visceral fat wraps around your organs and stays hidden. Here
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.
AI body editors can make you look 20 lbs leaner in 3 taps. But they can't tell you if your workouts are actually working. Here's the difference between editing your body and analyzing it.
Stop relying on the "Hidden" folder in your Apple camera roll. Compare the top 5 dedicated progress tracking tools, from simple collages to AI-powered body composition analysis.
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.
Text descriptions of body fat percentages are practically useless without visual benchmarks. Here's the definitive body fat percentage chart with photos - male and female ranges from athletic to obese.
Semaglutide and Tirzepatide are transforming weight loss. But up to 40% of the weight you lose could be muscle — and a bathroom scale will never tell you.
You stuck to your diet perfectly, yet the scale went up three pounds overnight. Here is why the daily snapshot is a psychological trap — and what you should track instead.
A peer-reviewed study in npj Digital Medicine tested AI photo-based body fat estimates against DEXA scans, smart scales, and calipers across 1,273 adults. The results challenge everything we assumed about accessible body composition tracking.