battles / Fraud
FraudLabs Pro vs Riskified
FraudLabs Pro ($99/mo/mo, vibe code 6/10) vs Riskified ($2,500/mo/mo, vibe code 3/10). FraudLabs Pro is the easier one to rebuild yourself — here is what you lose either way.
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 →Fraud
$2,500/mo/mo
- MVP
- 1-2 weeks (Scoring engine only, no guarantee)
- Full replacement
- Impossible (Financial/Insurance Model)
price gap / year
$28,812/mo
running both / year
$31,188/mo
our call
Start with FraudLabs Pro — highest vibe code, weakest moat.
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
Riskified
Riskified is not a software company; it is a financial guarantor that uses AI to price risk. Building the transaction classification model takes days, but taking on the financial liability of millions in chargebacks requires a balance sheet, not a script.
you can rebuild
- Browser fingerprinting and device velocity tracking script.
- Rule-based fraud evaluation engine (e.g. shipping/billing country mismatch).
- Shopify fulfillment hold integration based on risk thresholds.
- Order review dashboard for manual fraud analysts.
- Automated representment documentation compiler for payment processors.
what you lose
- 100% financial reimbursement for fraudulent chargebacks approved by the engine.
- Global merchant network graph covering tens of millions of cross-store identities.
- Direct relationships with major acquiring banks for payment routing exemptions.
- Turnkey liability transfer—store operations teams don't handle fraud disputes.
- Zero-friction dynamic checkout escalation protocols (Adaptive Checkout).
real moats
- Balance sheet capitalization to underwrite chargeback losses at enterprise scale.
- Cross-merchant global behavioral network data accumulated over a decade.
- Contractual risk-transfer agreement with enterprise merchants shift balance sheet liability.
open source escape hatches
- FraudLabs / open rules engines (Drools) Apache-2.0
- Feedzai alternatives — River BSD-3
- MaxMind minFraud open clients Apache-2.0
Questions people ask
Which is easier to rebuild with AI, FraudLabs Pro or Riskified?
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, FraudLabs Pro or Riskified?
FraudLabs Pro at $99/mo/mo for a typical mid-market store. The gap between the two is about $28,812/mo a year.
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
What do I lose if I replace Riskified?
100% financial reimbursement for fraudulent chargebacks approved by the engine. Global merchant network graph covering tens of millions of cross-store identities. Direct relationships with major acquiring banks for payment routing exemptions.
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