SUMMARY

The rise of AI in photo editing has introduced a fragmented credit system where different platforms charge inconsistently for operations like Generative Fill or background replacement. This lack of a universal standard makes it difficult for photographers to predict costs, as credits can be consumed per generation, export, or GPU time, often leading to unexpected expenses beyond subscription fees. The author likens the system to an arcade game, where the cost of achieving desired results through trial and error is unclear and potentially high, impacting workflow budgets.

TAKEAWAYS

AI editing credits vary widely across platforms with no industry standard.

Experimentation and trial-and-error with AI tools incur significant, unpredictable costs.

The credit system can be confusing, with different metrics like per-generation or GPU time.

This fragmentation mirrors early smartphone charging cable chaos before standardization.

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