pricing-tracker

Extraire les paliers de tarification d'une page de prix d'un fournisseur et les normaliser dans un format cohérent. Optimisé pour les pages de tarification SaaS, API, cloud, LLM et CDN — qui partagent toutes une structure similaire mais une dénomination incohérente.

npx skills add https://github.com/firecrawl/web-agent --skill pricing-tracker

Pricing Tracker

Extract pricing tiers from a vendor's pricing page and normalize them into a consistent shape. Optimized for SaaS, API, cloud, LLM, and CDN pricing pages — all of which share similar structure but inconsistent naming.

When to use

  • User provides a pricing URL: "get pricing from https://openai.com/api/pricing"
  • User names a vendor: "what does Vercel cost?", "get Anthropic API pricing"
  • User wants to compare prices across vendors (delegate per-vendor extraction to this skill, then aggregate)
  • User wants to monitor pricing on a schedule (combine with exportSkill: true to generate a standalone workflow)

Do NOT use for e-commerce SKU pricing — use e-commerce instead.

Strategy

  1. Find the pricing URL.

    • If the user provided one, use it.
    • Otherwise search "<vendor> pricing" and take the top result from the vendor's own domain.
  2. Scrape with only-main-content. Pricing pages are heavy on nav and testimonials that waste context.

  3. Identify the unit. Every pricing page has one of these shapes — pick the right one:

    • Per seat — SaaS (Notion, Linear, Vercel)
    • Per request / token / call — API and LLM (OpenAI, Anthropic)
    • Per GB / TB — storage, bandwidth, CDN
    • Per minute / hour — compute (Modal, Replicate)
    • Flat monthly — simple SaaS tiers
    • Usage-based with tiers — cloud (AWS, GCP)
  4. Extract every tier. Include Free and Enterprise even when their price is $0 or "Contact sales" — users care about those as much as the paid tiers.

  5. Flag the gotchas.

    • Annual vs monthly pricing (often a 20% discount buried on annual)
    • Overage rates past the included quota
    • Seat minimums ("Team plan starts at 5 seats")
    • Features gated to higher tiers
    • "Free tier" that requires a credit card
  6. Call formatOutput once with the full pricing object.

Quick start

// Single vendor
await agent.run({
  prompt: 'Get OpenAI API pricing for every model',
  urls: ['https://openai.com/api/pricing'],
  skills: ['pricing-tracker'],
  format: 'json',
})
// Export as cron-friendly workflow for price monitoring
await agent.run({
  prompt: 'Track Vercel Pro pricing',
  urls: ['https://vercel.com/pricing'],
  skills: ['pricing-tracker'],
  exportSkill: true,
})
// exportedSkill.workflow → standalone script you can run on a schedule

Output schema

{
  "vendor": "OpenAI",
  "url": "https://openai.com/api/pricing",
  "currency": "USD",
  "billingPeriod": "monthly",
  "unit": "per 1M tokens",
  "tiers": [
    {
      "name": "gpt-4o",
      "price": 2.5,
      "unit": "per 1M input tokens",
      "includedQuota": null,
      "features": [],
      "limits": {},
      "enterpriseOnly": false
    }
  ],
  "freeTierAvailable": false,
  "enterpriseContactOnly": false,
  "notes": "Output tokens priced separately at $10 / 1M. Batch API is 50% off.",
  "capturedAt": "2026-04-15",
  "sources": ["https://openai.com/api/pricing"]
}

Tips

  • Numbers are numbers, not strings. Price 2.5, never "$2.50". Strip currency symbols and commas. Put the currency in currency and the unit in unit.
  • Do not guess. If a tier shows "Contact sales", put null in price and set enterpriseContactOnly: true. Never make up a number.
  • Model-tier grids count as tiers. For LLM pricing pages with many models, emit one tier entry per model.
  • Capture capturedAt: <date> in every output. Makes downstream diffing against a previous run trivial.
  • Annual vs monthly: if both are shown, capture the monthly rate as the primary price and note the annual discount in notes.
  • Always include sources: [...] — at minimum the scraped pricing URL.

See also

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