Vulnerability Intelligence Hub

Financial Services Security

Financial institutions face unique security challenges — from third-party vendor binaries in ATM and trading systems to hardcoded credentials in payment processing software. Precogs AI provides AI-powered binary analysis and industry-leading PII & secrets detection to protect financial infrastructure and maintain regulatory compliance.

Automotive Cybersecurity

Modern vehicles contain over 100 million lines of code across dozens of ECUs, ADAS systems, and infotainment units. Precogs AI performs AI-powered binary analysis of automotive firmware to detect memory corruption, hardcoded keys, and cryptographic weaknesses — supporting ISO 21434 compliance and UNECE R155 type approval.

Healthcare & Medical Device Security

Medical devices — from infusion pumps to imaging systems — run compiled firmware that must be secure to protect patient safety and data. Precogs AI provides binary analysis for medical device manufacturers to meet FDA premarket cybersecurity requirements and detect PHI exposure vulnerabilities across healthcare IT systems.

Government & Defense Cybersecurity

Government agencies and defense contractors deploy mission-critical software from hundreds of vendors without source code access. Precogs AI provides AI-powered binary analysis to assess the security posture of third-party software, detect supply chain compromises, and maintain compliance with NIST 800-171, FedRAMP, and CMMC requirements.

Retail & eCommerce Security

Retail and eCommerce platforms process millions of payment transactions and store vast amounts of customer PII. Precogs AI provides AI-powered security analysis to detect payment data exposure, hardcoded credentials in retail middleware, and injection vulnerabilities in web storefronts — maintaining PCI-DSS compliance and protecting customer trust.

Manufacturing & ICS Security

Manufacturing and industrial environments run on operational technology (OT) — SCADA systems, PLCs, and HMIs — that increasingly connect to IT networks. Precogs AI provides binary analysis of industrial firmware to detect vulnerabilities in SCADA systems, PLCs, and industrial IoT devices that could disrupt production or compromise safety systems.

Telecom & 5G Infrastructure Security

Telecom operators deploy billions of dollars of network equipment from dozens of vendors — base stations, routers, core network functions, and edge computing infrastructure. Precogs AI provides binary analysis to detect vulnerabilities in telecom firmware and 5G infrastructure before they can be exploited by nation-state actors.

Energy & Utilities Cybersecurity

Energy and utilities infrastructure — power grids, oil & gas pipelines, water treatment plants, and nuclear facilities — runs on embedded systems and SCADA networks that must be protected against nation-state threats. Precogs AI provides binary analysis to detect vulnerabilities in critical energy infrastructure firmware.

Model Denial of Service (DoS) attacks exploit the high computational cost of LLM inference. Attackers craft inputs that maximize resource consumption — extremely long prompts, recursive reasoning loops, multi-step agent workflows that never terminate, or batch requests that exhaust GPU memory. Unlike traditional network DoS, model DoS targets expensive compute resources.