Strategy
In-depth guides and analysis on strategy from the Safeguard engineering team.
8 articles
Cost-Per-Verified-Finding: How Agentic AI Breaks Vulnerability Triage
Agentic AI can generate findings faster than any team can read them. The metric that survives that flood isn't cost-per-finding, it's cost-per-verified-finding. Here's why verification is now the bottleneck.
Platformization vs Best-of-Breed: The 2026 Security Consolidation Debate
RSAC 2026 made it official: the industry is consolidating. But platform breadth buys you integration and data gravity at the cost of lock-in and concentration risk. Here is where consolidation genuinely helps, and where it quietly hurts.
Enterprise Browser Security: The Browser Is the New Endpoint for Agentic AI
RSAC 2026 made it official — the enterprise browser is where agentic AI and shadow AI now live, and the industry is racing to put controls there. Here is what actually shipped and what still does not add up.
Agentic AI at RSAC 2026 vs Infosecurity Europe 2026: Two Continents, One Theme
RSAC 2026 in San Francisco and Infosecurity Europe 2026 in London both orbited agentic AI, shadow AI, and post-quantum cryptography. What changed across the Atlantic was the framing: market velocity versus regulation and sovereignty.
Gartner Says 75% of SOC Teams Will Lose Core Skills to Automation by 2030
At its 2026 Security & Risk Management Summit, Gartner predicted that three in four SOC teams will see their foundational analysis skills erode from over-reliance on AI and automation. Here is what that actually means, and what to do about it.
Agentic AI Security: Gartner Says Most AI-Agent Attacks Will Be Access-Control Failures
Gartner predicts that through 2029, more than half of successful attacks against AI agents will exploit access-control issues — with prompt injection as the delivery mechanism. Here's why that framing matters more than the headline number.
AI-Powered SOC, Dull Analysts: Fighting Skill Erosion Before 2030
Gartner warns that by 2030 most SOC teams could lose foundational analysis skills to automation overdependence. Here is what skill erosion actually looks like, and the practices that keep human judgment sharp inside an AI-powered SOC.
Post-Quantum Cryptography in 2026: Where Enterprise Migration Actually Stands
The NIST standards are final, the deadlines are real, and the harvest-now-decrypt-later clock is running. Here is an honest look at what enterprise PQC migration looks like in 2026 — and why crypto-agility matters more than picking an algorithm.