Opportunity Validation PRO

    1

    Evaluate any product idea by checking competitor density FIRST — real niche-density baselines, automation script, and GO/NO-GO decisions for solo founders.

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    Opportunity Validation PRO

    Example session with this skill installed

    English prompts buyers type

    • "Is my SaaS idea worth building? Before I spend months on it, check the competitor density first and tell me if it's a red ocean."
    • "Evaluate my idea: an AI receptionist for local businesses. I want to know who else is doing this, what they charge, and if there's still a gap."
    • "I have 3 product ideas for solo founders. Rank them: which one has the least competition and the most real demand? Show your work with links."
    • "Should I build a micro-SaaS for [your niche]? Analyze competitors, pricing, and the market gap. If it's too crowded, tell me honestly — don't sugarcoat it."
    • "Check if this direction is viable: an employee offboarding knowledge-transfer tool. Search for competitors, check if big HR platforms already built it, and give me a GO/NO-GO."
    • "I'm a solo developer with limited time. Give me a decision-ready opportunity list — 3-5 directions with competitor density, payment evidence, and a cheap way to validate each one."

    Chinese prompts buyers type（中文提问示例）

    • "我的 SaaS 想法值不值得做？先查竞品密度，别让我把几个月浪费在红海上。"
    • "评估我的想法：给本地商家做 AI 前台。我想知道还有谁在做、他们收多少钱、还有没有空白市场。"
    • "我有 3 个做一人公司的产品点子，帮我排个序：哪个竞品最少、需求最真？每个都要有链接和依据。"
    • "这个方向能不能做：员工离职时的知识交接工具。查一下竞品，看看 Rippling 那些大厂是不是已经内置了这个功能，给我一个 GO/NO-GO。"
    • "我是独立开发者，时间不多。给我一份能直接决策的机会清单——3 到 5 个方向，每个带上竞品密度、付费证据，和一个便宜的验证方法。"
    • "帮我看一个想法：给审计师做底稿结构化的工具。重点查中文市场有没有人在做，定价多少，缺口在哪。"
    • Read your context and instructions
    • Compiled the opportunity validation pro

    Opportunity Assessment: AI Receptionist for Local Businesses

    Decision: CONDITIONAL (proceed with validation) · Density: 🟡 Medium · Confidence: ⚠️ Medium

    Summary

    Local businesses (dental clinics, auto shops, hair salons) lose revenue every time they miss a call during off-hours. AI receptionist products answer, book appointments, and follow up automatically. 6+ competitors already charge $179-449/month — willingness to pay is proven — but no player owns the Chinese-language, single-industry vertical yet. That gap is the entry point.

    Deliverable: 8-Field Assessment

    FieldFinding
    DirectionAI answering service for local merchants; priced per location + per-booking upsell
    Background78% of SMB calls go unanswered after hours; LLM + VOIP latency now makes phone agents viable for small budgets
    Use cases1) Dental clinic captures after-hours bookings 2) Auto shop screens and books appointments 3) Salon sends no-show reminders and reschedules
    Payment evidenceZellyfi $179-449/mo, TrueLark $345/mo, Smith.ai $285/mo+ — all live pricing pages
    CompetitorsDirect: AI front desks (6+); indirect: human answering services; substitute: voicemail. Checked 3 layers + platform-built-in (Google Business AI answers)
    Remaining gapChinese-language vertical: e.g. "dental + WeChat booking + Chinese speech recognition" — zero direct competitors found
    SaaS path$99-299/mo per location, plus per-booking fee; concierge onboarding for the first 10 clients
    Agent feasibility✅ High — call scripts, booking logic, and follow-up SMS are all automatable by an agent team

    Next Steps

    1. Launch landing page + waitlist this week ($0, 7 days) → measure conversion rate
    2. Interview 5 owners from r/smallbusiness who complain about missed calls (list included)
    3. If waitlist > 30 in 2 weeks → build a concierge MVP with one dental clinic

    ⚠️ Re-check density before building — AI niches go red in 3-6 months. This is a snapshot, not a guarantee.

    中文示例（Chinese sample — same skill, bilingual output）

    方向评估：AI 接待员（本地商家）

    决策：CONDITIONAL（有条件启动） · 竞品密度：🟡 中等 · 置信度：⚠️ 中

    • 三层核查：直接=AI 前台产品（6+ 在收费）；间接=人工接听服务；替代品=语音信箱
    • 剩余空白：中文单行业垂直版（如「牙科 + 微信预约 + 中文语音」）——未发现直接竞品
    • 验证实验：落地页 + 等候名单【$0 / 1周 / 转化率】→ waitlist>30 再做 concierge MVP
    • 目标用户：reddit.com/r/smallbusiness 抱怨「错过客户来电」的小微商家

    ⚠️ 决策前重查竞品密度——AI 细分 3-6 个月变红海。本报告是快照，不是保证。

    Connects securely to your tools. The creator never sees your data.

    What you get

    Identify if an AI niche is already saturated by enterprise incumbents.Find 'language vacuums' where localized versions of popular tools are missing.Score 3-5 potential side projects to decide which one to build first.Generate a list of specific Reddit/HN users who are currently complaining.Cross-check any idea with 2-3 AI models to cut hallucination and avoid a one-model blind spotEvery claim tagged supported (with link) / inferred / missing — so you know what's proven and what's guessworkSkip a week of manual market research with ready-made density baselines for 7 nichesGet a clear GO / CONDITIONAL / PIVOT / NO-GO verdict plus next action for every ideaReceive 2-3 cheap validation experiments (landing page, cold outreach, fake door) with cost-time-signal

    About this skill

    Opportunity Validation PRO is an AI-agent skill that evaluates any product idea by checking competitor density FIRST — before you write a line of code. Most failed indie products die from choosing a red ocean that looked like a blue ocean. This skill stops that with real data, not gut feeling.

    WHAT YOU GET (v1.3):

    • 8-field evaluation template + decision output (GO/CONDITIONAL/PIVOT/NO-GO + next action)
    • Real niche-density baselines: 7 long-tail niches measured (head players + pricing)
    • Automated competitor-density check script (Python, no API key needed)
    • Three-tier competitor scan: direct / indirect / substitutes
    • Localized/Chinese version check (catches hidden competitors)
    • Multi-model cross-check to cut hallucination
    • Evidence discipline: every claim tagged supported (linked) / inferred / missing
    • Target-user discovery: finds real people complaining about the problem, ready for outreach
    • Works offline, runs inside your agent (Claude Code, Cursor, Codex, OpenClaw, etc.)

    WHO IT'S FOR: solo founders, indie hackers, one-person companies evaluating a product idea. Opportunity Validation PRO 是一款 AI 智能体 skill：在写任何代码之前，先核查产品想法的竞品密度。 大多数失败的独立产品，死于把"看似蓝海"的方向当成蓝海——本 skill 用真实数据阻止这一点。

    v1.3 包含：

    • 8 字段评估模板 + 决策输出（GO/CONDITIONAL/PIVOT/NO-GO + 下一步动作）
    • 实测密度基线：7 个长尾方向（头部玩家 + 定价）
    • 自动化竞品核查脚本（Python，无需 API key）
    • 三层竞品扫描（直接/间接/替代品）
    • 本地化/中文版竞品核查（抓隐藏竞品）
    • 多模型交叉验证（降低幻觉）
    • 证据三档标注（有来源/推断/缺证据）
    • 目标用户发现（找到正在抱怨该问题的人，供 outreach）
    • 本地运行，装进你的 agent（Claude Code、Cursor、Codex、OpenClaw 等）

    适用：一人公司创始人、独立开发者、动手前评估产品想法的个人开发者。

    How to install

    Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.

    ~30 seconds
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      Download the ZIP

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      Unzip into your skills folder

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      Ask your agent to use it

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