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I burned $110 trying to make a video ad for my SaaS.

So I built an AI tool to edit talking head videos for creators and to promote it I thought I'll create an AI UGC video. So just like everyone else I was scrolling Instagram, I came across SeedDance 2.5 model, I was impressed by the outputs. Now I had FAL AI account, so I connected it's MCP sever to claude code. With Claude I built few skill and created a pipeline for realistic avatar generation. The mistake I did was that i didn't check the cost of the model, as AI i

五维评分

付费意愿
55
需求真实度
48
个人可落地
85
竞争空间
58
新鲜度
72

AI 分析

痛点:AI 视频/图像生成 API(如 FAL + SeedDance)的计费规则不透明,创作者在生成前无法预估总成本,一次性跑多版本就直接产生上百美元的意外账单。

目标用户:使用 FAL、Replicate 等平台跑 AI 视频/图像生成的独立开发者、SaaS 创始人、UGC 广告制作者和小型内容工作室。

证据:“The mistake I did was that i didn't check the cost of the model... At the end I opened the dashboard and saw $110 bill for today. 😭” / “these companies write it in a complicated fashion, so you don't know what you are signing up for.”

变现:Freemium:费用估算器免费,按项目保存预算与用量记录、超额告警、API 代理层强制预算上限(按调用量或订阅 9–29 美元/月)收费。

MVP:两周内做一个网页工具:输入模型(SeedDance、Kling 等)、场景数、每场景变体数、时长与分辨率,输出预估总价,并与历史实际账单做对比;再加一个轻量代理,可在 FAL/Replicate 调用前设置单次/单日预算上限,超过就中断并告警。

竞品:FAL AI 官方价格页/用量看板、Replicate 价格页、Helicone、Langfuse、OpenRouter 模型价格对比

摘要:一位做 AI 口播视频剪辑工具的 SaaS 创始人,为给自己的产品做广告,通过 FAL AI 的 MCP 接入 Claude Code 跑了 SeedDance 2.5 生成 UGC 视频,5 个场景每个 2 个变体,结果当天账单 110 美元,自己事先完全没看到模型单价。他总结的教训是:平台把定价写得很绕,必须先估算总时长成本、不要对贵模型跑多变体。这类“成本不可预见”的问题是做 AI 生成成本估算与预算护栏工具的机会,但帖中只有个人踩坑,尚无他人附和或明确付费表态。