The Prompt
I'm a 20-year-old male college student, 5'10", 165lbs, approximately 22% body fat. I've never lifted weights consistently — just random gym visits. I look soft despite being a "normal" weight.
My budget is tight — $60/week for food, no money for a trainer. I have access to my university gym (full equipment). I can train 4 days per week, 60 minutes max.

Goal: Lose the softness and build visible muscle. I don't care about a number on the scale — I want to look like I lift.
Design my complete program: training AND nutrition. Be specific.
ChatGPT (GPT-4o)
Program: 4-day Upper/Lower split. Upper A (horizontal push/pull focus), Lower A (squat-dominant), Upper B (vertical push/pull focus), Lower B (hinge-dominant). Each session: 2 compounds, 3 accessories. Progressive overload: add 5lb upper, 10lb lower every 2 weeks.
Nutrition: Recommended a recomp approach — 2,200 calories (maintenance), 165g protein (1g/lb), 65g fat, remaining carbs. Weekly meal prep template with chicken thighs, rice, eggs, frozen vegetables, oats, peanut butter. Estimated $55/week.
What stood out: Correctly identified recomp as ideal for skinny-fat beginners. Provided a specific grocery list that genuinely fits a $60 budget. Included a "College Meal Hack" section with dining hall tips.
Score: 9.2/10
Claude (Sonnet)
Program: 4-day full-body split (not Upper/Lower). Each day hits all major patterns with different exercises and rep ranges. Day 1: Strength (3-5 reps). Day 2: Hypertrophy (8-12 reps). Day 3: Power (explosive variations). Day 4: Volume (12-15 reps). Progressive overload via daily undulating periodization.
Nutrition: Also recommended recomp but at a slight deficit (2,000 cal) for the first 8 weeks to reduce body fat faster, then increase to maintenance. Emphasized the protein window is wider than commonly believed (within 3-4 hours post-training, not 30 minutes).
What stood out: The DUP approach is more sophisticated than a standard Upper/Lower — possibly over-engineered for a true beginner, but demonstrates real exercise science knowledge. The slight deficit recommendation for skinny-fat is debatable but defensible. Added a thorough section on "what to expect" timeline: 4 weeks to feel different, 8 weeks to see changes, 12 weeks for others to notice.
Score: 8.8/10
Google Gemini
Program: Offered a basic 4-day Push/Pull/Legs + Full Body split. Exercise selection was solid. Rep ranges appropriate. But no periodization scheme, no progressive overload plan, and no deload protocol.
Nutrition: Recommended 2,400 calories — which is likely a surplus for a 165lb sedentary-except-lifting college student. This would result in fat GAIN, not the recomp he's looking for. Protein recommendation was fine (160g) but the total calories were too high.
What stood out (negatively): The caloric recommendation was the critical error. A skinny-fat beginner eating at surplus will get fatter, not leaner. Also suggested "muscle confusion" language ("vary your exercises to keep muscles guessing") which is a red flag for outdated training philosophy.
Score: 6.5/10
Perplexity
Program: Didn't design a specific program. Instead provided a research summary of "best approaches for skinny-fat body recomposition" with 6 cited studies. Recommended finding a structured program like GZCLP or Greg Nuckols' free programs.
Nutrition: Cited Helms et al. (2014) for protein recommendations and a 2020 meta-analysis on recomposition in untrained individuals. Solid science. But no actual meal plan, no grocery list, no budget consideration.
What stood out: Perplexity doesn't build programs — it researches them. The citations were genuinely useful for validation but this doesn't solve the student's problem of needing an actionable plan NOW.
Score: 5.5/10 (excellent research, poor actionability)
🏆 Winner: ChatGPT
The combination of correct recomp recommendation, budget-appropriate meal plan, practical programming, and college-specific tips made this the most useful real-world answer.