ShieldLabs vs UtilForge

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

ShieldLabs compared with UtilForge
Detail	ShieldLabs	UtilForge
What it does	Fraud detection and prevention for web apps that detects account abuse and bots under any masking	Free cybersecurity tools that run on your own device
Stage	Startup	Not given
Founded	2025	Not given
Based in	US	Not given
Pricing model	Freemium	Not given
Pricing	Free tier with 5,000 identifications. Paid plans: Starter $99/month for 25,000 identifications (monthly billing) or $79/month billed yearly; Growth $399/month for 150,000 identifications (monthly) or $319/month billed yearly; Scale $999/month for 500,000 identifications (monthly) or $799/month bille	Free tools available to all users. Paid packs: Release Check $29 (one person), Artificial Intelligence Tools for Work $119 (up to 10 people), Family Safety Tools pay what you want (from $0). Optional monthly supporter contributions: $5, $10 or $20.
Key features	Device fingerprinting to recognize devices and detect headless browsers and tampering Multi-accounting detection starting at three accounts per visitor Risk scoring from 0 to 100 with signal breakdown Bot and AI traffic detection with browser automation signals IP geolocation and real IP address revelation behind masking Traffic quality scoring by source, channel, referrer, and UTM campaign Dashboard, API, and webhooks for results delivery Five-minute integration with JavaScript snippet or supported SDKs	Check suspicious text messages and emails for scam signs Verify pages and payment requests before entering card details Track unwanted subscription payments Hide personal details when pasting into AI chatbots Redact sensitive information from documents Find hidden text and invisible characters Request personal data deletion from companies Identify prompt injection attacks in AI inputs
What makes it different	99.9% identification accuracy and 99.9% risk signal detection accuracy across 300+ signals Ready-made High-Risk Event detection requires no custom fraud model training Explainable risk scores showing which signals fired and their weights Self-serve five-minute onboarding with no procurement or sales cycle required	Tools run entirely on your device with no data uploads or external connections All tools work with internet off after initial loading No sign-ups, tracking, or AI company integrations in tools Public-interest project with guides for families, businesses, charities and educators
Community votes	0	0
DR (Domain Rating by Ahrefs)	39 −1 (down) since last check	13 +1 (up) since last check
Trust Flow (Majestic)	15	8
Citation Flow (Majestic)	37	21
Referring domains (Majestic)	240	36

4 details filled in for both companies.

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