Systems | Development | Analytics | API | Testing

Tier 2 SOC work picks up evidence gathering across consoles, containment decisions, sandbox detonation and verdicting, sweeping new indicators through historical data, and the case documentation and handoff that follow. Tier 1 work is linear enough to enumerate, so a playbook can list the steps. Tier 2 investigations branch, since each answer changes the next question, and no engineer can pre-write every path and that is why SOAR does not do well in Tier 2 even in teams where it works well at tier 1.

Food manufacturers have always operated under intense pressure to deliver products that are both consistent and safe. A single contamination event or a batch of mislabeled allergens can trigger recalls, damage brand trust, and put consumers at risk. As production volumes grow and supply chains stretch across borders, manual inspection processes are struggling to keep pace. That's where automation is stepping in, transforming how food is monitored, tested, and cleared for shelves. Continue reading to learn more about how automation improves food manufacturing.

Industrial Pressure Swing Adsorption (PSA) systems represent a cornerstone of modern gas separation engineering. They allow plants to isolate high-purity industrial gases without the extreme energy overhead of cryogenic distillation. The physical architecture of a standard twin-bed PSA unit relies on alternating adsorption and desorption cycles. While Bed A operates at elevated pressure to capture target adsorbates, Bed B depressurizes to release trapped gas species and regenerate the adsorbent media.

Tier 1 SOC is alert triage, enrichment, initial investigation, and escalation. Most of this work is repetitive and hard to scale, and legacy options for automating it (e.g., SOAR) can't keep pace with modern workloads because they're engineering-led, not analyst-led or browser-based (where the actual work happens). The tools below automate tier 1 work, and all of them use AI in some way. They range from AI SOC analysts that investigate alerts the way a human would to automation platforms with AI layered on top, plus AI built into platforms you may already run.