Threat Research & Intelligence

Sentinel Blog

The latest research on agentic botnets, residential proxy networks, fraud vectors, and how Sentinel stays ahead of every threat — from our engineering and intelligence teams.

2026 Industry Benchmark

Sentinel vs. The Competition

Legacy fraud providers were built for a world where bots used datacenter IPs. That world is gone. Here's how the platforms stack up against modern residential proxy networks and agentic AI bots.

Capability
Sentinel Recommended
IPQS SEON Sift Kount
Response Latency < 40ms 150–400ms ~200ms ~300ms ~250ms
Residential Proxy Detection
Agentic AI Bot Detection
No CAPTCHA Required
Client-Side SDK Token
IoT / Hijacked Device Detection
Transparent API Pricing
Free Tier Available
Full support Partial / limited Not supported

Ready to move beyond legacy detection?

Latest Intelligence

Q1 Report March 12, 2026

The Rising Impact of Chargebacks and Friendly Fraud in 2026

E-commerce platforms are losing billions to a new wave of highly sophisticated "friendly fraud" and automated chargeback disputes. Discover how Sentinel caught a coordinated $4M chargeback ring.

Read Full Report
Deep Dive

Account Takeovers in the Era of Agentic AI

LLM-powered bots now solve CAPTCHAs, mimic human mouse behavior, and perform credential stuffing at massive scale — completely bypassing legacy bot defenses.

Dr. Elena Rostova → Read
Engineering

How We Achieved Sub-40ms Global Latency

Fraud prevention shouldn't slow down checkout. We break down the Anycast edge architecture and Rust-based engine that processes billions of events with zero lag.

Marcus Chen → Read
Case Study

How a Creator Platform Cut Fraudulent Pledges by 94%

Card-testing bots disguised as fan accounts were devastating creator revenue. See how one platform deployed Sentinel's API and eliminated the problem in 48 hours.

Customer Success → Read
Analysis

Why IPQS, SEON, and Sift Miss 40% of Modern Threats

Legacy fraud APIs were designed for datacenter bots. In 2026, the majority of fraud originates from residential IPs and AI-driven automation that these systems were never built to catch.

Sentinel Research → Read
Research

The Evolution of VPN Evasion: From Datacenter to Living Room

IP reputation databases used to be enough. Now fraudsters purchase clean home IP addresses by the millions through underground residential proxy marketplaces — and most APIs can't tell the difference.

Sarah Jenkins → Read
Threat Intel Warning

Unmasking "ShadowNode": The Rise of Commercial Residential Proxies

Datacenter IP bans are no longer effective. Botnets now route traffic through millions of hijacked IoT devices and commercial residential proxy networks. Our Threat Intel team analyzes the ShadowNode network, exposing how malicious actors buy clean home IPs to bypass standard rate limits — and exactly how Sentinel detects these obscured connections in real time.

Sentinel Research Desk → Read Threat Intel Report