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Sources and research method

The navigation is bilingual. This research edition, source report, additions and idea templates are in Chinese, explicitly marked below; a full English translation is not yet available.

读数字之前,先读口径

收入≠利润

收入还需要扣平台费、算力、人工、退款、获客与税费。

MRR≠已到账年收入

MRR是月度经常性收入指标;ARR常按年化计算,不能保证未来持续。

GMV≠你的收益

商品成交规模不等于卖家利润,也不等于内容作者佣金。

个例≠成功概率

案例存在、工具能做、你能交付、客户愿付费,是四个不同问题。

本站调研的方法与范围

本站围绕10个主题调研AI工具的使用场景与收益方式,重点核对平台需求、费用、案例口径、项目功能和许可。案例依据包括官方资料、公开采访和当事人自述;无法独立核实的收益会明确说明。50个方向是供你验证的项目建议,不是收益榜单。

Upwork 2026技能需求研究 · 平台研究

2026-02-04发布;以2025年美国来源需求及平台收入数据为主要样本,不能代表中国新手收入。

核对日期:2026-09-27

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Upwork服务费说明 · 官方规则

本站核对的官方费率为每份合同0%–15%;案例中5%–10%的历史范围不覆盖全部情况,请以实际合同展示为准。

核对日期:2026-09-27

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Paddle定价 · 官方价格

按笔标准价5% + 50美分,特殊场景另议。本站提醒:估算成本时应同时计入比例费用和每笔固定费用。

核对日期:2026-09-27

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Stripe可用地区 · 官方规则

能向全球买家销售与卖家能否开户是两件事;必须核对主体所在地和实际资格。

核对日期:2026-09-27

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TypingMind创始人一年回顾 · 创始人自述

这份创始人自述可用于了解早期里程碑;本站不将其视为财务审计,也不据此确认案例中2025–2026年的月收入。

核对日期:2026-09-27

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Marc Lou 2025年回顾 · 创始人自述

作者披露产品组合年收入;不能把组合数字当作单个产品收入,也不代表读者可复制。

核对日期:2026-09-27

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Wix 2025年度申报 · 公司监管披露

确认Base44收购事件;收购对价不是经营利润,不能作为普通个人副业目标。

核对日期:2026-09-27

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Claude is my accountant now · 作者使用复盘

展示会计工作辅助场景;公司利润不能直接归因于AI带来的新增收益。

核对日期:2026-09-27

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n8n使用场景与许可 · 官方许可说明

为客户内部实例提供咨询,与自己托管客户流程和凭据或嵌入出售,许可要求不同。

核对日期:2026-09-27

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Activepieces许可说明 · 官方许可说明

核心MIT;企业与云端部分存在商业许可,不能把整个产品都视为MIT。

核对日期:2026-09-27

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Dify许可原文 · 仓库许可

基于Apache 2.0增加条件;复用前按实际用途阅读原文。

核对日期:2026-09-27

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GitHub许可说明 · 官方文档

公开能看不代表没有使用条件;本板块提供产品参考,不默认授予代码商用权。

核对日期:2026-09-27

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调研资料下载

你可以下载本站调研资料继续阅读。资料记录了调研时的案例与判断;历史数字和待核实信息请结合本页及各章的证据说明使用。

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What people build · AI revenue research · 50 ideas · GitHubComplete roadmap · idea to releaseWrite down the ideaI only know I want a websitePrepare a project briefUnsure how to describe the first flowOpen an AI tool that can edit filesInstallation, sign-in, or the screen differsCreate a folder for the projectDocuments or the folder is missingOpen that folder in the AI toolAI names a different projectCreate Git history and project instructionsCommit fails or asks for identityInspect a file AI actually createdPrevious files are missingAnswer one question at a timeAI asks about unfamiliar technical termsChoose only this version’s essentialsReducing scope left only a pictureKeep the agreement in plain languageThe document is too long to reviewDescribe how people will use itAI lists features without a user flowReview a key screen before buildingThe prototype may use simulated behaviorLet AI choose from actual conditionsI do not know local versus shared storageAsk AI for the next small taskThe first task just says “build frontend”Check the runtime and start the projectInstallation or startup failsOpen the first page of the projectThe preview will not openAdjust this page onlyA visual edit changed other behaviorMake Save retain real contentCannot save, or records vanish on refreshFinish the whole flow onceThe button responds but nothing happensTry blank input and repeated clicksBlank or duplicate records appearReopen it after stoppingThe address fails the next dayCheck it against the original ideaAI says done, but I cannot use itRecord the trial feedbackThe issue happens intermittentlyPlan the fix and its passing checksAI starts fixing without a planFix according to plan and hand back for retestingThe same action still fails after a claimed fixChoose: personal use or sharingThe shared local link does not openAssess readiness for deliveryReadiness is claimed without evidencePrepare and try the deliverableInstaller or deployed application failsApprove delivery and verify the real entryIt opens locally but not for othersOptional: publish a simple page on GitHub PagesThe public URL returns 404Continue next time without starting overAI wants to start over in a new chatChoose a tool · Codex Claude Cursor Qoder TRAE Kimi pricingHomeProject typesTalking to agents · prompts and troubleshootingChoosing a stackFrontend & UI · component dictionaryGlossary · AI and development · examples and diagramsOpen the tool and verify project accessPrepare the project, version history, and AI rulesDescribe the intended interface styleHelp AI change exactly one targetBackend: storage and accessTesting: check that it worksDeployment: deliver a real entry pointMaintenance: keep the product usableWebsites & web apps · The idea, one link away.Mini programs · Build where the users already are.Mobile apps · Turn a good idea into an everyday app.Desktop apps · Make a tool for repetitive tasks.

A practical guide for beginners

This bilingual practical guide has 6 stages, 18 milestones and 31 actions. App illustrations are examples; users verify their own project results.