Blog
Deep-dives on IP abuse, threat intelligence, and securing AI-powered applications. Written for developers integrating IPAbuse into production systems.
AI API Security: Blocking Automated Abuse at the IP Layer
Large language model endpoints are expensive, stateless, and easy to hit at scale. Learn how IP reputation checks form a critical first line of defence before requests ever reach your model.
AI-Powered Botnets: How Machine Learning Is Being Weaponised Against APIs
Modern botnets use ML to solve CAPTCHAs, mimic human timing patterns, and rotate IPs intelligently. Here is what the new threat landscape looks like and how to respond.
Defending LLM Endpoints from Prompt Injection Probes
Distributed botnets systematically probe LLM endpoints to find prompt injection vulnerabilities. IP reputation filtering stops most probes before they reach your model.
Building Abuse-Resistant AI Agents with IP Reputation Checks
AI agents execute tools, call APIs, and process external inputs — making them attractive targets. This guide covers integrating IPAbuse into LangChain, Vercel AI SDK, and plain Node.js agent pipelines.