AI-generated images have crossed a visible quality threshold in the last few years — the uncanny, obviously-synthetic look of earlier models has largely given way to results that pass as real photography at a glance.
Better training data and scale
Newer models are trained on vastly larger and more diverse image datasets, which improves their ability to render realistic textures — skin, fabric, hair — that older, smaller models consistently struggled with.
Improvements in fine detail rendering
Early AI image generation notoriously struggled with hands, teeth, and complex textures — these specific failure points have improved substantially as models and techniques have matured.
Why this matters for photo apps specifically
The realism threshold crossing is exactly what makes an app like a football-kit transformation genuinely convincing rather than obviously fake — a few years ago, the same concept would have produced visibly synthetic, less shareable results.
Will AI photo results keep improving?
Model quality has improved rapidly and consistently over recent years, and there's no clear sign of that trend stopping — results are likely to keep getting more realistic and more reliable over time.