AI Chatbot Builder — Deploy a Custom GPT for Any Business in 15 Minutes

Automatically build and deploy a custom AI chatbot in 15 minutes by scraping any business website to create knowledge bases, FAQs, conversation flows, and le...

Security Scan

The skill's instructions match its claimed purpose (web scraping + video + knowledge base), but there are important inconsistencies and a prompt‑injection signal that merit caution before installing or running it.

Purpose & Capability

The SKILL.md describes scraping websites, enriching with Google/Reddit data, using Apify and InVideo, and calling Claude — which coherently requires API tokens for those services. However, the registry metadata declares no required environment variables, credentials, or config paths. That mismatch (the skill expects credentials in its input JSON but the manifest lists none) is inconsistent and unexplained.

Instruction Scope

The runtime instructions tell the agent to scrape an entire site and query Google/Reddit to harvest content and customer questions. That legitimately collects a lot of potentially sensitive data (contact info, emails, phone numbers, potentially customer PII). Additionally, the pre-scan flagged a 'system-prompt-override' pattern in SKILL.md — indicating the instructions may attempt to override or alter the agent's system prompt or other safety controls. Prompt-override behavior is not expected for a straightforward chatbot-deployment workflow and is a significant red flag.

Install Mechanism

This is an instruction-only skill with no install spec and no code files, so it does not write or execute downloaded artifacts on disk. That lowers install-time risk compared with skills that install packages or run installers.

Credentials

The SKILL.md expects service credentials (e.g., apify_token, invideo_api_key, and presumably access to Claude) in the inputs, but the skill metadata declares no required env vars or primary credential. Requiring multiple external service keys is proportionate to the described functionality, but failing to declare them in the manifest is an inconsistency that could hide how credentials are used or transmitted.

Persistence & Privilege

The skill is not configured as always:true and does not request persistent system-wide modifications in the manifest. Autonomous invocation is allowed (platform default), which is expected for skills. Nothing in the metadata suggests elevated installation privileges.

Scan Findings in Context

[system-prompt-override] unexpected: The scanner detected a pattern that may try to override system-level prompts or agent instructions embedded in SKILL.md. Overriding system prompts is not needed to scrape websites, build knowledge bases, or produce videos, and may be an attempt to bypass safety or sandboxing controls. This finding should be investigated by reviewing the full SKILL.md for explicit prompt-manipulation statements.

What to consider before installing

Before installing or using this skill, consider the following: (1) Ask the publisher to explain where and how API keys (Apify, InVideo, Claude) are used and why they were not declared in the manifest; do not supply credentials until satisfied. (2) Review the full SKILL.md for any lines that instruct the agent to change or ignore system prompts or agent safeguards — do not run the skill if it contains explicit system‑prompt override instructions. (3) Because it scrapes entire websites and external forums, confirm legal/consent implications for scraping target sites and how the skill stores or transmits scraped data; sensitive PII could be collected. (4) Test the skill in an isolated account or sandbox with limited test credentials (least privilege) before using real client data. (5) Ask for provenance: who published this skill, and can they provide a homepage or source repository for code review? If the author cannot clarify the credential usage and the prompt-injection finding, treat the skill as high risk.

🤖 AI Chatbot Builder — Deploy a Custom GPT for Any Business in Minutes

Slug: ai-chatbot-builder
Category: Business Automation / AI Tools
Powered by: Apify + InVideo AI + Claude AI

Input any business URL. Get a fully trained, ready-to-deploy AI chatbot — website scraped and ingested as knowledge base, FAQs auto-generated, conversation flows designed, lead capture configured, and a demo video produced. Your client's custom GPT live in under 15 minutes.

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💥 Why This Skill Will Be Your Biggest Earner on ClawHub

Every business on earth needs a chatbot in 2026. 67% of customers prefer messaging over calling. Chatbot agencies charge $2,000–$15,000 per deployment. Monthly maintenance retainers run $500–$2,000/month.

This skill builds a fully trained, deployment-ready chatbot for any business in 15 minutes — by automatically scraping their website, extracting all knowledge, and structuring it into a complete chatbot system.

Your entire audience: Every agency, freelancer, SaaS company, e-commerce store, restaurant, clinic, law firm, and real estate agency. That's every business that has a website — which is every business.

What gets automated:

• 🌐 Scrape entire website — all pages, FAQs, products, services, policies
• 🧠 Build complete knowledge base from scraped content
• 💬 Generate conversation flows — welcome, FAQ, lead capture, escalation
• 🎯 Configure lead qualification questions tailored to the business
• 📧 Set up handoff triggers — when to escalate to human agent
• 🎬 Produce 60-second chatbot demo video via InVideo AI
• 📋 Deliver complete deployment package — prompt, flows, integration guide

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🛠️ Tools Used

Tool	Purpose
Apify — Website Content Crawler	Scrape entire website — all pages, content, FAQs
Apify — Google Search Scraper	Find additional business info, reviews, social profiles
Apify — Google Maps Scraper	Business details, hours, location, reviews
Apify — Reddit & Forum Scraper	Common customer questions in this industry
InVideo AI	Produce 60-second chatbot demo video for client presentation
Claude AI	Knowledge base structuring, conversation flow design, prompt engineering

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⚙️ Full Workflow

INPUT: Business URL + industry + primary chatbot goal
        ↓
STEP 1 — Full Website Scrape
  └─ All pages: homepage, about, services, pricing, FAQ, contact
  └─ Extract: key services, pricing info, team, policies, hours
  └─ Identify: top 50 questions customers likely ask
        ↓
STEP 2 — Industry Knowledge Enrichment
  └─ Reddit & forums: common questions in this industry
  └─ Google: top competitor FAQs to fill knowledge gaps
  └─ Reviews: what customers ask before purchasing
        ↓
STEP 3 — Knowledge Base Construction
  └─ Structured Q&A pairs from scraped content
  └─ Service/product catalog with key details
  └─ Pricing & availability responses
  └─ Policy responses (returns, shipping, cancellation)
        ↓
STEP 4 — Conversation Flow Design
  └─ Welcome flow: greeting + menu options
  └─ FAQ flow: top 20 questions auto-answered
  └─ Lead capture flow: qualify + collect contact info
  └─ Booking flow: schedule appointment / demo
  └─ Escalation flow: handoff to human with context
        ↓
STEP 5 — Claude AI Engineers Master Prompt
  └─ System prompt: persona, tone, scope, rules
  └─ Knowledge base formatted for embedding
  └─ Edge case handling (off-topic, complaints, emergencies)
  └─ Platform-specific configs: Intercom / Tidio / Voiceflow
        ↓
STEP 6 — InVideo AI Produces Demo Video
  └─ 60-second chatbot walkthrough demo
  └─ Shows conversation flows in action
  └─ Perfect for client pitch or website embed
        ↓
OUTPUT: Master prompt + knowledge base + conversation flows + demo video
        + integration guide for top platforms

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📥 Inputs

{
  "business": {
    "url": "luxurysmilesdental.com",
    "name": "Luxury Smiles Dental Clinic",
    "industry": "dental clinic",
    "primary_goal": "book appointments + answer FAQs + capture leads",
    "tone": "warm, professional, reassuring",
    "language": "en"
  },
  "chatbot_config": {
    "platforms": ["Tidio", "Intercom"],
    "lead_capture_fields": ["name", "email", "phone", "preferred_appointment_time"],
    "escalation_trigger": "any mention of pain, emergency, or complaint",
    "working_hours": "Mon-Fri 9am-6pm, Sat 9am-1pm",
    "out_of_hours_message": true
  },
  "production": {
    "invideo_api_key": "YOUR_INVIDEO_API_KEY",
    "video_style": "clean_professional",
    "voice": "warm_female_en"
  },
  "apify_token": "YOUR_APIFY_TOKEN"
}

---

📤 Output Example

{
  "scrape_summary": {
    "pages_scraped": 24,
    "knowledge_items_extracted": 187,
    "faqs_generated": 52,
    "services_identified": 14,
    "team_members_found": 6,
    "pricing_info_found": true
  },
  "knowledge_base": {
    "services": [
      { "name": "Teeth Whitening", "details": "In-chair laser whitening — 45 min, results up to 8 shades lighter", "price": "From £299", "booking_link": "/book/whitening" },
      { "name": "Invisalign", "details": "Clear aligner treatment, free consultation included", "price": "From £2,400", "duration": "6-18 months" },
      { "name": "Emergency Dental", "details": "Same-day appointments available, open Saturdays", "price": "From £95 consultation" }
    ],
    "top_faqs": [
      { "q": "Do you accept NHS patients?", "a": "We are a private dental practice. We accept all major insurance plans and offer 0% finance on treatments over £500." },
      { "q": "How do I book an appointment?", "a": "You can book online at luxurysmilesdental.com/book, call us on 020 7946 0234, or I can take your details right here and our team will call you back within 2 hours." },
      { "q": "Is parking available?", "a": "Yes — free patient parking is available directly behind the clinic on Harley Street. Enter via the rear lane." },
      { "q": "What happens at a first appointment?", "a": "Your first visit includes a comprehensive oral health assessment, digital X-rays, and a treatment plan consultation. It takes approximately 45 minutes and costs £95, redeemable against any treatment." }
    ],
    "policies": {
      "cancellation": "24-hour notice required. Late cancellations may incur a £25 fee.",
      "payment": "We accept all major cards, bank transfer, and 0% finance via Payl8r.",
      "emergency": "For dental emergencies, call 020 7946 0234. We reserve same-day slots daily."
    }
  },
  "conversation_flows": {
    "welcome": {
      "trigger": "User opens chat",
      "message": "Hi there! 👋 Welcome to Luxury Smiles Dental. I'm here to help you today.\n\nWhat can I help you with?\n→ 📅 Book an appointment\n→ 💰 Treatment prices\n→ ❓ General questions\n→ 🚨 Dental emergency"
    },
    "lead_capture": {
      "trigger": "User selects 'Book an appointment' or asks about booking",
      "flow": [
        { "bot": "I'd love to help you book! What treatment are you interested in?" },
        { "bot": "Great choice! Could I take your name?" },
        { "bot": "And your best contact number?" },
        { "bot": "Perfect. What day/time generally works best for you?" },
        { "bot": "All done! 🎉 One of our team will call you within 2 hours to confirm your appointment. Is there anything else I can help with?" }
      ]
    },
    "escalation": {
      "triggers": ["pain", "emergency", "urgent", "complaint", "unhappy", "problem"],
      "message": "I can hear this is important and I want to make sure you get the right help immediately. Let me connect you with a member of our team right now.",
      "action": "Notify human agent with full conversation context"
    },
    "out_of_hours": {
      "trigger": "Message received outside Mon-Fri 9am-6pm, Sat 9am-1pm",
      "message": "Thanks for reaching out! Our clinic is currently closed, but I've noted your message. Our team will contact you first thing when we open. For dental emergencies, please call our out-of-hours line: 020 7946 0999."
    }
  },
  "master_prompt": {
    "system_prompt": "You are Sophia, the AI assistant for Luxury Smiles Dental Clinic in London. You are warm, professional, and reassuring — like a knowledgeable receptionist who genuinely cares.\n\nYOUR ROLE:\n- Answer questions about our services, pricing, and team\n- Help patients book appointments by collecting their details\n- Reassure anxious patients with empathy\n- Escalate emergencies and complaints to human staff immediately\n\nYOUR RULES:\n- Never give specific dental or medical advice\n- Never quote prices as fixed — always say 'from £X' and recommend a consultation\n- Always offer to book a free consultation if unsure about treatment fit\n- If a patient mentions pain or emergency: escalate immediately, don't try to handle it\n- Stay on-topic — if asked about non-dental topics, gently redirect\n\nKNOWLEDGE BASE:\n[INSERT STRUCTURED KNOWLEDGE BASE HERE]\n\nTONE: Warm, confident, never clinical or robotic. You make people feel safe.",
    "temperature": 0.7,
    "max_tokens": 300,
    "platform_configs": {
      "tidio": { "widget_color": "#2C5F8A", "position": "bottom-right", "delay_seconds": 5 },
      "intercom": { "team_inbox": "dental-reception", "priority_tag": "chatbot-lead" }
    }
  },
  "integration_guide": {
    "tidio": "1. Login to Tidio → Chatbots → Create → Paste master prompt into AI settings → Set conversation flows → Publish",
    "intercom": "1. Go to Intercom → Fin AI → Knowledge Base → Import JSON → Configure escalation rules → Go live",
    "voiceflow": "1. Create new project → Import conversation flows JSON → Connect to Claude API → Test → Deploy to website"
  },
  "demo_video": {
    "script": "Meet Sophia — the AI assistant for Luxury Smiles Dental. She's available 24/7, answers every question instantly, books appointments automatically, and only passes to your team when it really matters. Watch how she handles a new patient in under 60 seconds. From 'Do you do Invisalign?' to a booked consultation — no human needed. Set up for any business in 15 minutes. Powered by AI.",
    "duration": "60s",
    "status": "produced",
    "video_file": "outputs/luxury_smiles_chatbot_demo.mp4"
  }
}

---

🧠 Claude AI Master Prompt

You are a world-class chatbot architect and conversational AI specialist.

SCRAPED WEBSITE CONTENT:
{{website_content}}

INDUSTRY FAQ DATA:
{{industry_faqs}}

CUSTOMER QUESTIONS FROM REVIEWS:
{{review_questions}}

BUSINESS PROFILE:
- Name: {{business_name}}
- Industry: {{industry}}
- Primary goal: {{chatbot_goal}}
- Tone: {{tone}}
- Working hours: {{hours}}
- Escalation triggers: {{escalation_triggers}}

GENERATE COMPLETE CHATBOT DEPLOYMENT PACKAGE:

1. Knowledge base (structured JSON):
   - Services/products with details & prices
   - Top 50 FAQ pairs (Q&A format)
   - Business policies (cancellation, payment, returns)
   - Team & contact information

2. Conversation flows (for each):
   - Welcome flow (greeting + main menu)
   - FAQ auto-answer flow (top 20)
   - Lead capture flow (step-by-step qualification)
   - Booking/appointment flow
   - Complaint handling flow
   - Escalation flow (with human handoff message)
   - Out-of-hours flow

3. Master system prompt:
   - Chatbot persona (name, role, personality)
   - Hard rules (what it can/cannot say)
   - Tone guidelines
   - Knowledge base reference
   - Escalation instructions
   - Platform settings (temperature: 0.7, max_tokens: 300)

4. Platform integration guides for: Tidio, Intercom, Voiceflow

5. 60-second demo video script showing chatbot handling a real use case

RULES:
- Every FAQ answer must be specific — no vague "please contact us"
- Lead capture must feel conversational, never like a form
- Escalation triggers must be comprehensive — err on side of caution
- System prompt must be deployable as-is with zero editing

OUTPUT: Valid JSON only. No markdown. No preamble.

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💰 Cost Estimate

Chatbots	Apify Cost	InVideo Cost	Total	Agency Price
1 chatbot	~$0.50	~$3	~$3.50	$2,000–$15,000
5 chatbots	~$2.50	~$15	~$17.50	$10,000–$75,000
20 chatbots	~$10	~$60	~$70	$40,000–$300,000
Monthly retainer (10 clients)	~$20	~$60	~$80/month	$5,000–$20,000/month

💡 Get started free on Apify — $5 credits included

🎬 Produce your chatbot demo videos with InVideo AI — free plan available

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🔗 Who Prints Money With This Skill

User	How They Use It	Revenue
Chatbot Agency	Deploy for clients at $2K–$15K per chatbot	$20K–$150K/month
Marketing Freelancer	Add chatbot as premium service	+$2,000–$5,000 per project
SaaS Founder	Build chatbot product powered by this skill	Recurring SaaS revenue
No-Code Developer	Deliver on Voiceflow, Tidio, Intercom	$500–$3,000 per deployment
Business Owner	Replace receptionist cost with 24/7 AI	Save $2,000–$4,000/month
Digital Agency	Upsell chatbot to every web design client	+$3,000 per project

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📊 Why This Destroys Every Chatbot Builder

Feature	Intercom ($74/mo)	Manychat ($15/mo)	This Skill
Auto-scrapes website	❌	❌	✅
Knowledge base auto-built	❌	❌	✅
Industry FAQ enrichment	❌	❌	✅
Conversation flows generated	Partial	Partial	✅
Master prompt engineered	❌	❌	✅
Demo video produced	❌	❌	✅
Works for any industry	✅	✅	✅
Setup time	2-4 hours	1-2 hours	15 minutes
Cost per deployment	$74/mo	$15/mo	~$3.50 one-time

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🚀 Setup in 3 Steps

Step 1 — Get your Apify API Token
Go to: Settings → Integrations → API Token

Step 2 — Get your InVideo AI account
Go to: Settings → API → Copy your key

Step 3 — Input the business URL & run
URL + goal + tone. Complete chatbot package in 15 minutes.

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⚡ Pro Tips to Deploy Winning Chatbots

• Welcome message is everything — offer 3-4 clear menu options, never open-ended
• Lead capture must feel like a conversation — one question at a time, never a form
• Escalation triggers = your safety net — be generous with them, humans handle edge cases better
• The demo video closes clients — send it before the proposal, not after
• Deploy on 3 pages minimum — homepage, pricing page, and contact page for maximum coverage

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🏷️ Tags

chatbot ai-assistant automation lead-capture customer-service apify invideo intercom tidio voiceflow no-code agency

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Powered by Apify + InVideo AI + Claude AI