
SpecialistPrivacy-first bot detection and fraud prevention for the web
Bright Data records 802,752 monthly visits with -5.9% month-over-month growth and Free Trial, Paid pricing. ShieldLabs records 2,059 monthly visits with +42.4% growth and Freemium pricing.

Fraud and abuse detection that recognizes visitors, bots and risky accounts under any masking
| Dimension / Metric | ![]() | ![]() |
|---|---|---|
| Official Domain | brightdata.com | shieldlabs.ai |
| Pricing Model | Free Trial, Paid | Freemium |
| Monthly Visits | 802.75K (802,752) | 2.06K (2,059) |
| MoM Traffic Delta | -50.4K (-5.9%) | +613 (+42.4%) |
| Primary Market & Share | 🇺🇸 United States (29.5%) | 🇺🇸 United States (50.6%) |
| Direct Visits / mo | 383.71K | 634 |
| User Rating | 4.6 | 4.2 |
| Supported Platforms | Website | Website |

Web data infrastructure for scraping, proxies, and AI-ready datasets
Unlocker, SERP, Browser, and Crawl APIs fetch and parse public pages, handle anti-bot measures and CAPTCHAs, and return results in JSON, HTML, or Markdown.
Residential, ISP, and datacenter proxy pools with country, city, and ASN targeting, plus proxy management APIs for rotation and session control.
Structured endpoints for well-known domains such as LinkedIn, Amazon, and social platforms, delivering fresh records on demand or on a schedule.
Purchase or filter pre-collected datasets across business, e-commerce, social, and real-estate categories with billions of records available.

Fraud and abuse detection that recognizes visitors, bots and risky accounts under any masking
Recognizes returning visitors across cleared cookies, incognito sessions and changed IP addresses, and links multiple accounts that trace back to the same person or device.
Flags multi-accounting, account sharing, account takeover and impossible travel out of the box, with a confidence value per event and no fraud model training required.
Names the risk signals behind each result: VPN, proxy, Tor, private relay, datacenter, anti-detect browser, incognito mode, JavaScript disabled, OS and timezone mismatch, browser automation and AI bots.
Scores every visit 0–100 and classifies it as trusted, suspicious or dangerous, then aggregates a single traffic-quality score with breakdowns by channel, referrer and UTM campaign.

SpecialistPrivacy-first bot detection and fraud prevention for the web

Robust actor-based cloud scraping platform with a massive marketplace, but less raw enterprise proxy infrastructure control.
Robust actor-based cloud scraping platform with a massive marketplace, but less raw enterprise proxy infrastructure control.
Free / Open-sourceInstantly converts entire websites into clean LLM-ready markdown, but lacks raw residential proxy IP management tools.
Free / Open-sourceInstantly converts entire websites into clean LLM-ready markdown, but lacks raw residential proxy IP management tools.
Free / Open-sourceBuild, train, and deploy computer vision for the physical world
Free / Open-sourceBuild, train, and deploy computer vision for the physical world

SpecialistProvides live web search and agentic cloud browser automation, but less focused on raw proxy network management.

SpecialistOptimized specifically for neural web search and AI agent crawling, but lacks traditional raw proxy network controls.

SpecialistAI-powered CAPTCHA solving API built for scale
SpecialistAI-powered CAPTCHA solving API built for scale

Multi-modal AI detection API that flags synthetic images, text, audio, video and deepfakes
Multi-modal AI detection API that flags synthetic images, text, audio, video and deepfakes

SpecialistExcellent URL-to-Markdown conversion and neural search APIs, but provides less extensive proxy IP infrastructure management.
SpecialistExcellent URL-to-Markdown conversion and neural search APIs, but provides less extensive proxy IP infrastructure management.
SpecialistOne API for fast, cost-predictable inference on LLMs and multimodal models
SpecialistOne API for fast, cost-predictable inference on LLMs and multimodal models

One universal API for 500+ AI models and 1,000+ agentic tools

SpecialistScalable headless browser cloud infrastructure for automation, but lacks built-in residential proxy pools and pre-packaged scrapers.
SpecialistScalable headless browser cloud infrastructure for automation, but lacks built-in residential proxy pools and pre-packaged scrapers.