Vibe GuideBETA

OBSERVE · UNDERSTAND · TRY SMALL

AI tools and revenue research

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.

AI工具与收益:本站全景调研

这份调研帮助你了解大家在做什么、收益从哪里来,以及尝试前需要具备哪些条件。先选一个感兴趣的主题,再展开具体案例。A/B/C/D表示资料证据等级,不代表收益已通过独立审计。

调研概览与结语

调研阅读提示 · 统计口径与收益证据请结合各章说明查看

INDEPENDENT RESEARCH · 独立调研

AI 工具获得收益全景调研报告(2026)

从 Codex / Claude Code 到豆包 / Qoder / TRAE,240+ 真实案例拆解——谁在用 AI 真的获得收益,谁在卖课割韭菜,普通人到底该抄哪条作业。

调研时间 2026-09-26 覆盖工具 20+ 案例 / 行情条目 240+ 来源 URL 306 条(去重)
一句话核心结论:AI 把"做产品/做交付"的时间从 3–6 个月压到 1–3 周,但没有降低获客成本——70% 失败案例死在"没客户"而不是"做不出来"。真正获得收益的不是"会用 AI"的人,而是"AI + 已有行业 know-how / 内容分发能力 / 垂直人群"的人。副业做 AI 的真实中位数是月入 1000–8000 元,不是 5 万。

《AI 工具获得收益全景调研报告(2026)》· 独立调研 · 2026-09-26

本报告基于 5 份调研素材整合,收入数字随市场快速波动,仅作研究参考,不构成投资或创业建议。

Find the starting point

Module shortcuts

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.