Giving safety-critical PT advice off shaky 2D phone video and browser pose estimation is a liability and accuracy trap the brief itself flags, and a 22k-upvote injury rant is sympathy, not spend. Coaches Eye and OnForm already do slow-mo angle analysis, and the 'AI runs in the browser now' timing is shared by every competitor. Hallucinations and depth inaccuracies from running lightweight 2D pose-estimation models on shaky smartphone footage will lead to dangerous physical therapy advice and massive liability risk.
Silver Shred
KILL · 38/100. Stress-tested and killed on day one.
Giving safety-critical PT advice off shaky 2D phone video and browser pose estimation is a liability and accuracy trap the brief itself flags, and a 22k-upvote injury rant is sympathy, not spend. Coaches Eye and OnForm already do slow-mo angle analysis, and the 'AI runs in the browser now' timing is shared by every competitor. Hallucinations and depth inaccuracies from running lightweight 2D pose-estimation models on shaky smartphone footage will lead to dangerous physical therapy advice and massive liability risk.
Twenty a community posters put down a real $15 deposit after a manual breakdown of their own landing; paid deposits, not 'send me a free analysis' yeses, prove they'll pay for corrective feedback they'll trust. Ten older athletes pre-pay $15 for a manually generated video breakdown and physical therapy plan based on their submitted footage.
Older adults (40+) are refusing to age out of high-impact action sports, but their aging joints have zero margin for biomechanical error. A 58-year-old skater's post about a 'slam in March that was much worse than it should have been' struck a massive nerve with 22,312 upvotes. These veteran athletes suffer from micro-compensations (e.g., favoring a previously injured knee) that lead to devastating injuries, and they cannot afford or access proactive, daily sports physical therapy.
KILL at 38/100 on Skeptral. The kill-shot: “Giving safety-critical PT advice off shaky 2D phone video and browser pose estimation is a liability and accuracy trap the brief itself flags, and a 22k-upvote…”
The verdict above is the opening page. Behind it, this idea's dossier works through 10 more sections:
Your idea gets the same stress test, free. Run it now
Think yours survives?
Validate your idea, freeWant this depth on your own pitch? The full dossier is a €29 one-time order after your free verdict. Start with the verdict