Nicheloom visits: 58,069 all-time · 7,637 in the last 7 days

The opportunity tracker for new startups.

Today: 1,953 launches · Niche of the day: specialized calculation tools · See what launched today →

RiskGuard AI

Explainable AI for payment fraud detection

Get picks like this daily. Today's launch numbers, the top launches, AI and tech news, and a daily opportunity pick, straight to your inbox.

Want to reach these readers? Sponsor an issue.

RiskGuard AI is an explainable payment fraud detection system built to identify unusual fraud spikes and high-risk transactions. It combines feature-based risk scoring, historical baseline comparison, fraud-spike detection, alerts, transaction-level explanations, and an audit trail. The project also includes held-out evaluation with precision, recall, F1, and false-positive cost, plus a Razorpay Test Mode integration layer.

PH · launched Sep 22, 2026 · 2 upvotes (top 26%) · 0 views

Niche: fraud and scam detection software · 151 launches, 9 in the last 7 days ▼ -57% · Explore this niche →

Category and tags

  • Fintech
  • Analytics & BI
  • B2B
  • AI-native
  • Commercial product
  • Fintech
  • Artificial Intelligence
  • GitHub

Visit website ↗ Source listing ↗

Could you build this?

Partial A demo dashboard with simulated SHAP explanations is easy to vibe code, but an actual payment fraud detection system requires real-time streaming feature stores, sub-100ms inference latency, and enterprise banking compliance.

What it would actually take: Production fraud detection requires a real-time stream processing architecture (e.g., Apache Flink, Kafka) to calculate velocity features and user baselines with sub-100ms latency. The ML stack typically employs gradient boosted trees (XGBoost/LightGBM) paired with fast TreeSHAP explainability algorithms, supported by continuous model retraining pipelines and strict PCI-DSS compliant infrastructure.

Competitors

Other products that read as similar to this one : 493 launches clear the similarity bar, closest 8 shown.

Attention rank: #109 of 494 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 326 days after the earliest competitor.

The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.