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Pay-as-you-go vs subscription for AI tools: what actually made you pay?

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6
Curious how people here decide. Most AI tools are sold as monthly plans, but a lot of real usage is bursty: one project in March, nothing until June.

Looking at my own purchases this year, the tools I kept paying for were the ones where I could buy a small amount once and come back later without a plan renewing in the background. The ones I cancelled were all subscriptions I used twice.

Two questions:
1. Has a subscription ever stopped you from trying an AI tool you were genuinely interested in?
2. For the tools you pay monthly for, what makes the recurring price feel fair?
 
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4
For occasional projects, I’d look beyond “subscription or credits” and check three things: when credits expire, whether failed generations cost anything, and what happens to saved work after cancellation. A one-off purchase with a short expiry can have the same drawback as a subscription.

A monthly plan makes more sense when it supports a recurring task and the allowance is predictable. For a first purchase, showing the cost of one usable result—not just the number of credits—would make the decision much easier. How are you handling failed generations in your pricing?
 
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