I Have No Coding Skills. My Team Is 3 AI Models. Here's What We Built in 2 Months.

说明与用途

在没有编码技能的情况下构建 SaaS：三名 AI 发现关键代码错误并修复，采用“先修复，再销售”的规则。

问题

A YouTube creator’s thumbnail must capture a viewer’s attention within half a second; most creators evaluate thumbnails incorrectly, leading to missed engagement.

结果

Identified and fixed critical bugs that were not visible through dashboards, validated payment flow with a real charge, and established a repeatable fix-first workflow.

工作流

• 1. Hire AI models for feature writing, design/infrastructure, and auditing.
• 2. Build ThumbRank features: SERP Radar, AI Thumbnail Score, Competitor tracking, Channel X‑ray, Video Doctor, Morning digest.
• 3. Deploy on Next.js + Supabase + Vercel + Paddle.
• 4. Run AI #3 audit on the codebase; identify 14 bugs, 4 critical.
• 5. Apply fix pattern: store webhook events, dedupe, retry, validate with real charge.
• 6. Publish results and launch on Product Hunt.

证据

Before letting anyone pay, I pointed AI #3 at the codebase the other two had written. It read 124 files and came back with 14 bugs. Four were critical — and every one was invisible from the outside:

来源

The payment webhook returned 401 for days. Root cause: the signature header format (t=...;h1=...) wasn’t parsed correctly, and after rotating the secret every live event failed — while the dashboard politely showed "Active".

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Fix first. Sell second.

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