battles / Fraud

Eye4Fraud vs Trustfull

Eye4Fraud ($500/mo/mo, vibe code 3/10) vs Trustfull ($2,500/mo/mo, vibe code 5/10). Trustfull is the easier one to rebuild yourself — here is what you lose either way.

Fraud

$500/mo/mo

Vibe code3/10
Moat6/10
MVP
1 week
Full replacement
Never — chargeback financial liability cannot be replaced with software
get the build prompt

Fraud

$2,500/mo/mo

Vibe code5/10
Moat7/10
MVP
2-3 weeks
Full replacement
6-9 months

easier to rebuild

get the build prompt

price gap / year

$24,000/mo

running both / year

$36,000/mo

our call

Start with Trustfull — 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

Trustfull

AI can write a full-featured risk rule engine and signal aggregation service in a afternoon. However, you cannot easily replicate Trustfull's underlying access to direct mobile carrier networks, HLR lookups, and global breach databases without paying high third-party data fees.

you can rebuild

  • Custom risk scoring rule builder and threshold evaluation engine.
  • Basic IP risk lookup (VPN/Tor/Proxy detection via public databases).
  • Email syntactical analysis, disposable domain checks, and MX record verification.
  • Redis-based velocity tracking for identity fields (e.g., requests per phone number per hour).
  • Audit logging and structured API response formatting.

what you lose

  • Direct access to real-time mobile network operator (HLR/SS7) data without setting up separate vendor contracts.
  • Cross-merchant global reputation data on fraudulent phone numbers and email addresses.
  • Unified billing and SLA management for multi-signal data sources.
  • Pre-built compliance workflows for European privacy standards (GDPR) regarding identity lookups.

real moats

  • Proprietary integrations and wholesale volume rates with international HLR/telecom data aggregators.
  • Aggregated historical data on phone/email reputation built across millions of evaluation requests.
  • Low-latency global API infrastructure serving unified risk responses under 100ms.

Questions people ask

Which is easier to rebuild with AI, Eye4Fraud or Trustfull?

Trustfull. It scores 5/10 on vibe code with a moat of 7/10, so an AI-assisted MVP takes about 2-3 weeks and a full replacement about 6-9 months.

Which one costs less, Eye4Fraud or Trustfull?

Eye4Fraud at $500/mo/mo for a typical mid-market store. The gap between the two is about $24,000/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 Trustfull?

Direct access to real-time mobile network operator (HLR/SS7) data without setting up separate vendor contracts. Cross-merchant global reputation data on fraudulent phone numbers and email addresses. Unified billing and SLA management for multi-signal data sources.

More battles

One e-commerce SaaS teardown every week.

Honest verdicts, build prompts and overlooked vertical SaaS opportunities. No tracking pixels, no drip sequence, unsubscribe in one click.

free forever · no third-party tracking · the prompts stay public