battles / Fraud
Eye4Fraud vs FraudLabs Pro
Eye4Fraud ($500/mo/mo, vibe code 3/10) vs FraudLabs Pro ($99/mo/mo, vibe code 6/10). FraudLabs Pro is the easier one to rebuild yourself — here is what you lose either way.
Fraud
$500/mo/mo
- MVP
- 1 week
- Full replacement
- Never — chargeback financial liability cannot be replaced with software
Fraud
$99/mo/mo
- MVP
- 3 days
- Full replacement
- Never fully replaceable without proprietary cross-merchant fraud signals
easier to rebuild
get the build prompt →price gap / year
$4,812/mo
running both / year
$7,188/mo
our call
Start with FraudLabs Pro — highest vibe code, weakest moat.
Eye4Fraud
Building a rule engine for fraud scoring in Cursor takes days, but Eye4Fraud's core value is financial insurance and global intelligence. AI cannot write checks to cover $5,000 chargeback disputes when a stolen card slips through custom rules.
you can rebuild
- Basic order risk scoring engine
- Rules-based transaction flagging (AVS, CVV, IP matching)
- Customer order review dashboard for operations staff
- Email notifications for suspicious order holds
- E-commerce platform webhook listeners for pending orders
what you lose
- 100% chargeback guarantee and financial reimbursement
- Cross-merchant network intelligence on stolen identity reuse
- Human fraud analyst manual review service
- Automated dispute handling and representation with banks
- Device fingerprinting database across thousands of stores
real moats
- Financial underwriting capacity to absorb chargeback losses
- Proprietary cross-merchant fraud graph and device telemetry
- Human analyst operations network for edge cases
open source escape hatches
- MaxMind minFraud Node API Apache-2.0
- MindsDB GPL-3.0
- PostHog MIT
FraudLabs Pro
Coding a custom rule evaluation engine (e.g., flag order if billing country differs from IP country) is trivial. However, FraudLabs Pro relies on global blacklists, IP risk intelligence, and cross-merchant chargeback data that you cannot replicate in a standalone application.
you can rebuild
- Custom rule builder engine (e.g. IF order > $500 AND shipping != billing THEN flag)
- Manual order review status dashboard and approval queues
- Velocity checking per customer email or IP address
- Disposable email domain blacklisting using static open-source lists
- Automated order hold status updates via e-commerce platform webhooks
what you lose
- Access to a global cross-merchant blacklist of malicious buyers and emails
- Proprietary real-time IP reputation, proxy, VPN, and TOR exit node detection data
- Cross-site device fingerprinting telemetry
- Phone number and carrier risk scoring lookups
- Historical global chargeback statistics associated with individual buyer attributes
real moats
- Proprietary global dataset of reported fraud cases across thousands of online stores
- Network effects: every merchant reporting a chargeback strengthens protection for all other users
- Deep integration with commercial IP intelligence databases (such as IP2Location)
open source escape hatches
- json-rules-engine MIT
- Apache Unomi Apache-2.0
- Rspamd Apache-2.0
Questions people ask
Which is easier to rebuild with AI, Eye4Fraud or FraudLabs Pro?
FraudLabs Pro. It scores 6/10 on vibe code with a moat of 6/10, so an AI-assisted MVP takes about 3 days and a full replacement about Never fully replaceable without proprietary cross-merchant fraud signals.
Which one costs less, Eye4Fraud or FraudLabs Pro?
FraudLabs Pro at $99/mo/mo for a typical mid-market store. The gap between the two is about $4,812/mo a year.
What do I lose if I replace Eye4Fraud?
100% chargeback guarantee and financial reimbursement Cross-merchant network intelligence on stolen identity reuse Human fraud analyst manual review service
What do I lose if I replace FraudLabs Pro?
Access to a global cross-merchant blacklist of malicious buyers and emails Proprietary real-time IP reputation, proxy, VPN, and TOR exit node detection data Cross-site device fingerprinting telemetry
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