An alternative to credit-based AI video apps
Credit-based AI video apps such as Higgsfield work out at roughly $1 to $4 a clip once credits are turned into dollars. castingcard.ai has no credits: you pay the GPU's own price for the seconds a job runs, about 39¢ for a 5-second clip, on your own Runpod account or your own graphics card, plus a plan.
Credits against GPU time
| castingcard.ai | Credit-based apps | |
|---|---|---|
| A 5-second clip | About 39¢ | roughly $1 to $4 a clip |
| A dollar buys | About 2 clips of GPU time | About ¼ to 1 clip |
| Unused budget | Nothing expires: you pay for seconds used | Monthly credits run out or reset |
| Markup on GPU time | None, Runpod's price | Built into the credit price |
| Re-takes | Cost their GPU seconds | Cost the full credit price again |
castingcard.ai: rented RTX 4090 at $0.89 an hour, plus your plan. Credit apps: Higgsfield-style plans, about $19 to $129 a month, approximate public figures checked on 11 November 2026.
What you give up
Credit apps host many video models, some closed ones you can't run yourself, and need no setup. castingcard.ai runs open models on a GPU you connect: a Runpod account the studio sets up for you, or your own graphics card. If you want one app with every model and nothing to connect, a credit app is simpler.
The full comparison is on castingcard.ai vs Higgsfield, and the arithmetic on what an AI clip costs.
Rival prices checked on 11 November 2026. They are approximate and change; check the sources.
Questions
- What's wrong with credits?
- Nothing, if you use them all. But credits hide the price of a clip, they're priced to cover the app's GPU bill and margin, plans reset each month, and re-takes spend them as fast as keepers.
- What do I pay instead on castingcard.ai?
- A plan, plus the GPU's own price for the seconds each job runs, billed by Runpod to your own account. A 5-second clip takes about 27 minutes on an RTX 4090 at $0.89 an hour: about 39¢.
- Is it always cheaper?
- Per clip, yes, at these prices. All in, the plan has to pay for itself: on Founder ($279 once) the total beats $1 a clip after about 470 clips. Start-up and idle GPU time are extra, so batch your jobs.
- Do I need my own GPU?
- No. Use a graphics card you already have, or rent one from Runpod by the second on your own Runpod account. The studio sets the GPU up, runs your jobs and shuts it off when idle. A photo takes about 0.1¢ of GPU time and a 5-second clip about 39¢ on a rented RTX 4090.
- Can I use castingcard.ai today?
- Not yet. castingcard.ai is in pre-launch: the studio opens to the waitlist first. 400 Founder seats are sold at $279 once, and the waitlist hears first when they open.
Cast your first model
No credits: the GPU's own price for the seconds you use.