Crawlora vs BriefPanel

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Crawlora compared with BriefPanel
Detail	Crawlora	BriefPanel
What it does	Web scraping APIs and MCP tools for AI agents with 4,120+ endpoints	Website change monitoring with item-level history
Stage	Not given	Not given
Founded	Not given	Not given
Based in	Not given	BR
Pricing model	Freemium	Not given
Pricing	Free: 2,000 credits/month with 500 daily credits and 5 requests/minute. Starter: $9/month for 20,000 credits with 5,000 daily credits and 15 requests/minute. Growth: $29/month for 100,000 credits with 25,000 daily credits and 45 requests/minute. Pro: $79/month for 400,000 credits with no daily cap a	$0.010 per page read (1 credit); 1,000 credits for $10.00; 120 free credits to start (20 initial plus 100 after email confirmation); credits never expire.
Key features	4,120+ documented endpoints across multiple platforms 4,110 hosted MCP tools for agent integration Pay-on-success billing - only 2xx responses consume credits Managed proxy routing for anti-bot bypass Browser-backed rendering for JavaScript-heavy content Retry and fallback logic for reliability Challenge-aware execution with transparent failure context API-key usage tracking and credit-based metering Free browser-based tools for testing	Item-level history tracking across page checks Structured change events instead of page diffs Configurable monitoring frequency: 30 minutes, hourly, 6-hour, or daily Multi-channel alerts: email, push, Slack, Discord, REST API, and MCP Works with public pages: stores, job boards, news, tenders, policies, documentation No contract or subscription; pay per page read Free trial with 120 free credits, no card required REST API and MCP for custom integrations and AI agents
What makes it different	Pay only for successful responses, not failed requests or blocks 4,120+ pre-built endpoints eliminate maintaining custom scrapers Free tier with 2,000 monthly credits requires no credit card	Tracks individual items instead of whole page changes, keeping continuous history of each product, job, or regulation Usage-based pricing with no subscription, contract, or recurring charges Combines item identity recognition across checks to assess impact and context of each change
Community votes	0	0
DR (Domain Rating by Ahrefs)	25 +1 (up) since last check	8 +3 (up) since last check
Trust Flow (Majestic)	10	0
Citation Flow (Majestic)	35	22
Referring domains (Majestic)	138	7

4 details filled in for both companies.

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