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FirecrawlOpenAI

Competitor Monitor Agent

Build an AI agent that crawls competitor websites with Firecrawl and summarizes changes with OpenAI — all through one Tokium wallet. Stay informed without building fragile scrapers.

The Problem

Monitoring competitor websites means building and maintaining fragile web scrapers that break whenever layouts change.

Extracting meaning from raw HTML requires parsing, diffing, and summarizing — a pipeline that's expensive to build and operate.

Running a crawling service plus an LLM for analysis means two API subscriptions, two integrations, two billing relationships.

The Solution

Your agent uses Firecrawl to reliably crawl and extract clean content from any URL, then feeds it to OpenAI for analysis and summarization. Both services are billed through one Tokium wallet. No scrapers to maintain, no infrastructure to manage.

Why through Tokium?

AI agents need data — but the way they get it matters. Here's why routing through Tokium beats the alternatives.

Web Scraping
Direct APIs
Tokium
Data quality
Unreliable
High
High
Setup time
Hours
Per provider
Minutes
Agent-compatible
Fragile
Needs human
Native
Billing
Proxy costs
Per subscription
One wallet
Key management
N/A
Per service
Zero
Scales across APIs
No
No
Yes
DATA_FMT

Structured data, not HTML soup

Web scraping gives agents raw HTML to parse — brittle and unreliable. APIs through Tokium return clean, structured JSON your agent can act on immediately.

BILLING

Pay per request, not per month

Most API providers charge monthly subscriptions — expensive when experimenting, wasteful when usage varies. Tokium charges per request. Use what you need.

AUTH

No keys to manage

Direct API use means signing up with each provider, generating keys, storing secrets, rotating them. With Tokium, your agent authenticates once — we handle the rest.

AGENT_NATIVE

Built for agents, not humans

Agents can't fill out signup forms or enter credit cards. Tokium is agent-native — create a wallet, fund it, and your agent calls APIs autonomously with spending limits you control.

How It Works

AGENT_01
ACTIVE
1

Create Agent

Set up an agent with a Tokium wallet that can access Firecrawl and OpenAI.

$500
Funded
2

Fund Wallet

One balance covers crawling and AI analysis. Set limits per cycle.

-$0.02
-$0.15
-$0.08
3

Agent Crawls & Analyzes

Your agent crawls competitor pages with Firecrawl and summarizes changes with OpenAI.

Code Example

import Tokium from '@tokium-labs/sdk';

const tokium = new Tokium({ apiKey: process.env.Tokium_API_KEY });

// Step 1: Crawl competitor page with Firecrawl
const crawl = await tokium.proxy.post('firecrawl', '/v1/scrape', {
  body: {
    url: 'https://competitor.com/pricing',
    formats: ['markdown']
  }
});

const pageContent = crawl.data.data.markdown;

// Step 2: Analyze with OpenAI
const analysis = await tokium.proxy.post(
  'openai',
  '/v1/chat/completions',
  {
    body: {
      model: 'gpt-4o',
      messages: [
        { role: 'system', content: 'You are a competitive intelligence analyst.' },
        { role: 'user', content: `Analyze this competitor pricing page.
Highlight key changes, new tiers, and strategic implications.

Page content:
${pageContent}` }
      ]
    }
  }
);

console.log(analysis.data.choices[0].message.content);

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