Pricing Radar — SaaS Pricing Page Detector & Extractor

Automatically detects pricing pages on any website and extracts structured plan data (name, price, features, billing interval) using an LLM of your choice. Built for sales intelligence workflows and CRM enrichment at scale.

Just give it a domain — it finds the pricing page, crawls it, and returns clean JSON.

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Features

• Automatic Pricing Page Discovery: You don't need to know the pricing URL. Provide any root domain (e.g. notion.so) and the actor navigates the site, finds the pricing page via sitemap, URL hints, and browser crawl — automatically.
• Structured Plan Extraction (LLM-powered): Extracts plan names, prices, billing intervals, features lists, and CTA text into clean, normalized JSON. No regex guessing.
• 4 LLM Providers Supported: Use your own API key with Groq (free tier, fast), Google Gemini, Anthropic Claude, or OpenAI GPT-4o-mini. You control the cost.
• Free Tier & Toggle Detection: Detects whether a free plan exists, whether pricing requires contacting sales, and whether a monthly/annual billing toggle is present.
• Anti-Bot Evasion: Uses Playwright with stealth fingerprinting to handle bot-protected sites.
• Confidence Scoring: Every plan and every run includes a confidence score so you can filter low-quality results in your workflows.

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Input

Field	Type	Required	Default	Description
url	String	Yes	—	Website URL or domain to analyze (e.g. https://notion.so)
llmApiKey	String	Yes	—	API key for the LLM provider you selected
llmProvider	String	No	groq	groq, google, anthropic, or openai
maxPages	Integer	No	5	Max pages to crawl (1–10)
timeoutSeconds	Integer	No	45	Max execution time in seconds (10–120)

Example Input (Groq — free & fast)

{
  "url": "https://notion.so",
  "llmProvider": "groq",
  "llmApiKey": "gsk_your_groq_key_here"
}

Example Input (Anthropic Claude Haiku)

{
  "url": "https://linear.app",
  "llmProvider": "anthropic",
  "llmApiKey": "sk-ant-your_key_here"
}

Which LLM Provider to Choose?

Provider	Model Used	Speed	Cost	Best For
Groq	llama-3.3-70b-versatile	Very fast	Free tier available	High-volume enrichment
Google	Gemini 2.0 Flash	Fast	Very cheap	Scale at low cost
Anthropic	Claude Haiku 4.5	Fast	Low	Best accuracy
OpenAI	GPT-4o-mini	Fast	Low	Good accuracy

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Output

{
  "domain": "notion.so",
  "has_pricing_page": true,
  "pricing_urls": ["https://www.notion.so/pricing"],
  "has_free_tier": true,
  "need_contact_for_price": false,
  "has_monthly_annual_toggle": true,
  "plans": [
    {
      "name": "Free",
      "price_text": "$0",
      "price_value": 0,
      "currency": "USD",
      "interval": "none",
      "price_type": "free",
      "cta_text": "Get started",
      "features": ["Unlimited pages", "1 week version history", "5 MB file uploads"],
      "confidence": 0.95
    },
    {
      "name": "Plus",
      "price_text": "$10",
      "price_value": 10,
      "currency": "USD",
      "interval": "month",
      "price_type": "fixed",
      "cta_text": "Try free for 30 days",
      "features": ["Unlimited blocks", "Unlimited file uploads", "30 day version history"],
      "confidence": 0.93
    }
  ],
  "confidence": 0.91,
  "scraping_status": {
    "phase_completed": "browser_scan",
    "pages_visited": 2,
    "time_elapsed_ms": 7800,
    "error": null,
    "blocked": false
  }
}

Output Fields

Field	Type	Description
domain	String	Root domain analyzed
has_pricing_page	Boolean	Whether a pricing page was found
pricing_urls	String[]	All discovered pricing URLs
has_free_tier	Boolean	At least one free plan detected
need_contact_for_price	Boolean	At least one plan requires contacting sales
has_monthly_annual_toggle	Boolean	Monthly/annual billing toggle detected
plans	Array or null	Extracted plans (null if no pricing page or LLM fails)
confidence	Number	Global confidence score (0.0 – 1.0)
scraping_status	Object	Crawl metadata: phase, pages visited, timing, errors

Plan Fields

Field	Type	Values
name	String	Plan name as displayed on the page
price_text	String	Exact price text as shown (e.g. "$29/mo")
price_value	Number or null	Numeric price value
currency	String or null	ISO currency code (USD, EUR, GBP…)
interval	String	month · year · one_time · none · unknown
price_type	String	free · fixed · starting_from · contact_sales · custom · unknown
cta_text	String or null	Button/CTA text for this plan
features	String[]	Features listed under this plan
confidence	Number	Per-plan confidence score (0.0 – 1.0)

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Use Cases (Clay / CRM Enrichment)

Map the output directly to your Clay tables:

• Lead scoring: Prioritize prospects where has_pricing_page: true and has_free_tier: false (they monetize directly).
• Sales personalization: Reference specific plan names and price points in your outreach copy.
• Market research: Track whether competitors have added/removed free tiers or changed pricing models.
• ICP filtering: Filter by need_contact_for_price: true to identify enterprise-only companies.
• Competitive intelligence: Run on a list of 1,000 domains and get structured pricing data in minutes.

Combine with the Checkout Detector actor to get a complete picture of a company's monetization strategy: does it sell online? what's the pricing model?

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Tips

• Empty plans array? The site's pricing page may be behind a login wall or heavily bot-protected. Try increasing timeoutSeconds to 90.
• has_pricing_page: false? The site may use non-standard URLs. The actor checks sitemaps and common paths — if the pricing page is deeply nested, it may not be found within maxPages.
• Groq is free: Get a free API key at console.groq.com — no credit card required. Ideal for high-volume Clay workflows.