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Mlola vs Outcrawl

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

Mlola compared with Outcrawl
DetailMlola logo MlolaOutcrawl logo Outcrawl
What it doesReliable browser use with a fast path: deterministic mechanics, safety and verification, and a model asked only for judgement. Web infrastructure for AI agents
StageNot given Not given
FoundedNot given Not given
Based inID US
Pricing modelNot given Not given
PricingNot given Free: 1,000 credits/month, no card; Builder: $49/month for 10,000 credits; Pro: $199/month for 50,000 credits; Scale: $799/month for 250,000 credits. Enterprise with custom terms available. Credits cost approximately $0.0032-$0.0049 per page, $3.20-$4.90 per 1,000 pages, or about $0.19-$0.29/hour of
Key features
  • Observe page state in atomic passes without screenshots
  • Model picks operations only from compatible targets
  • Risk classification for payments, deletions, sends and secrets
  • Typed actions with freshness, visibility and occlusion checks
  • Append-only event log for replay and audit
  • Chrome automation through Playwright
  • Browser extension for agent isolation
  • Scrape: Convert any web page into clean markdown or structured JSON
  • Crawl: Fetch every page on a site from a single link and receive results as they are ready
  • Search: Query the web with top results already read and parsed
  • Browsers: Real browser instances in the cloud controlled via Playwright, Puppeteer or SDK
  • Agents: Autonomous task execution in a real browser with plain English descriptions
  • Session recordings: Every browser session is recorded for debugging and verification
  • Monitor: Watch pages on a schedule and receive notifications when content changes
  • Saved logins: Store credentials securely for agent runs requiring authentication
  • MCP integration: Connect to Claude Code, Codex or Cursor with one command
  • Real browser handling: Sites treat agents as humans so pages load and sessions persist
What makes it different
  • Deterministic browser mechanics as default, models only for judgement and writing
  • Safety enforced through code boundaries, not prompt requests
  • Every step verified independently before proceeding
  • Cost measured by fast-path share on every run
  • Capabilities advertised honestly, imitation refused
Not given
Free planNot given Not given
Open sourceNot given Not given
PlatformsNot given Not given
Public APINot given Not given
Community votes00
DR (Domain Rating by Ahrefs)10 no change since last check24 +9 (up) since last check
Trust Flow (Majestic)09
Citation Flow (Majestic)2731
Referring domains (Majestic)2860

3 details filled in for both companies.

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