Designing RAG-Enabled Security Workflows: Best Practices and Pitfalls
June 26, 2025Designing RAG-Enabled Security Workflows: Best Practices and Pitfalls
June 26, 2025There’s a difference between adding AI... and becoming AI-native.
At SIRP, we’ve spent years helping organizations build automated security workflows, optimize their response processes, and bring efficiency to overloaded SOC teams.
But as the security landscape evolved — faster threats, noisier environments, and increasingly sophisticated attacks — we reached a point of clarity:
The future of SecOps wouldn't be built on static rules or drag-and-drop playbooks.
It needed to be smarter, faster, contextual — and fundamentally rearchitected to match the scale and speed of modern threats.
That realization set us on a journey.
What If Your SOC Could Think?
That wasn’t a tagline. It was a question we asked ourselves daily.
What if automation wasn’t hardcoded, but adaptive?
What if agents didn’t just follow instructions, but understood context and past decisions?
What if security operations could learn over time — just like the adversaries they’re defending against?
To answer those questions, we didn’t retrofit our platform.
We rebuilt it — from the ground up.
Enter OmniSense: The AI-Native Brain for SecOps
OmniSense is our new architecture — a fully AI-native, modular, and agentic mesh that powers the next generation of autonomous security operations.
But this isn’t about replacing people.
It’s about scaling decision-making, accelerating response, and empowering humans with systems that learn, reason, and improve over time.
With OmniSense, you don’t just automate.
You orchestrate a thinking SOC.
Why AI-Native Matters (And What It Actually Means)
Everyone’s adding AI.
We chose to become AI.
That means:
Capability | Retrofitted SOAR | AI-Native SIRP |
Playbooks | Static workflows | Dynamic, agentic orchestration |
AI | Layered-on copilots | Built-in LLM + RL + memory graph |
Context | Stateless actions | IQ Graph with real-time context |
Learning | None | Reflex engine + federated updates |
Actions | Human-coded | Agent decisions, memory-driven |
AI-native means OmniSense isn’t a chatbot. It’s an intelligent system — made up of interoperating agents, evolving models, and contextual knowledge layers.
Inside OmniSense: A 5-Layer AI Stack
We didn’t build a single model.
We built an ecosystem.
- OmniSense Core (The Orchestrator): Agentic brain that coordinates task-specific modules like enrichment, remediation, and triage.
- SecOpsGPT: The world’s first LLM trained on security operations data, capable of understanding logs, alerts, detections, and playbooks.
- Reflex: Our reinforcement learning layer, enabling agents to improve via simulations and feedback loops.
- IQ Graph: A contextual memory graph connecting users, alerts, assets, and actions across time.
- Collective: Federated learning across tenants — your system gets smarter from the broader community, without sharing sensitive data.
This Isn’t the Future. It’s Now.
Today, security teams using SIRP can:
- Eliminate false positives before they even surface
- Enrich and classify alerts in seconds
- Simulate impact before taking an action
- Automatically write and execute incident response logic
- Generate post-incident summaries instantly
And all of this happens without relying on pre-written playbooks or constant human input.
Not to replace your team — but to amplify them with intelligence that never sleeps.
What's Next?
We’re just getting started.
Our vision includes:
- 100+ specialized security agents
- External agent marketplace
- Real-time RCA engines
- Private model training per customer
- AI-native detection and hunting capabilities
We’re not here to follow the AI hype curve.
We’re building a platform that redefines what intelligent, autonomous security should look like.
Join the Evolution
If you're a CISO looking to modernize, an analyst overwhelmed by noise, or a security architect thinking two years ahead — we invite you to see OmniSense in action.
This is the start of a new era. Not just smarter security — thinking security.
And we’re proud to lead it.
— The SIRP Team