What Kabrios is
Kabrios is an AI-native GRC platform for enterprise compliance automation. It spans architecture, trust posture, documentation, governance, risk management, and operational readiness across a multi-repo program — covering FedRAMP, NIST 800-53, SOC 2, CMMC, ISO 27001, and other compliance frameworks.
Unlike GRC tools that bolt AI onto existing manual workflows, Kabrios is built on an agentic foundation from day one — enabling continuous evidence collection, real-time control monitoring, and automated audit preparation.
The compliance problem
Organizations waste months on manual compliance work: gathering evidence, mapping controls across frameworks, preparing audit packages, and maintaining documentation. Most GRC platforms add AI as a feature — Kabrios treats it as the architecture.
- Manual evidence collection — teams spend weeks assembling screenshots, logs, and configuration exports for each audit cycle
- Framework overlap — NIST 800-53 AC-2 maps to SOC 2 CC6.1, ISO 27001 A.5.15, and FedRAMP AC-2, but most tools require separate evidence for each
- Point-in-time snapshots — traditional compliance produces evidence that's stale by the time auditors review it
- Audit fatigue — compliance teams dread audit season because preparation is a manual sprint, not a continuous process
How Kabrios works
Kabrios automates the compliance lifecycle through agentic workflows:
- Agentic evidence collection: AI agents continuously gather compliance evidence from cloud infrastructure, identity providers, code repositories, and security tools — not once per audit, but continuously
- Automated control mapping: controls mapped across 35+ frameworks with cross-framework inheritance — evidence collected for NIST 800-53 automatically satisfies corresponding SOC 2, FedRAMP, and ISO 27001 requirements
- Risk management: risk register with AI-powered scoring, heat map visualization, treatment workflows, and trend tracking
- Continuous monitoring: real-time compliance posture dashboards, drift detection, and automated alerting when controls fall out of compliance
- Audit preparation: automated evidence packaging, auditor portal, readiness scoring, and observation window management
Architecture and security posture
Kabrios follows FedRAMP and NIST security architecture requirements:
- System boundary documentation: authorization boundary diagrams, network diagrams, data flow diagrams with trust zones
- Infrastructure: deployed behind Cloudflare and BunkerWeb on a two-server split (application server and data server) with defined interconnections
- Trust boundaries: clear separation between general support system, major application, and external interconnections
- Shared responsibility model: documented responsibility allocation between Kabrios platform, cloud infrastructure, and customer environments
What I materially contributed
- Architecture framing: system boundary design, data flow diagrams, trust zone definitions
- Compliance framework research: deep analysis of FedRAMP, NIST 800-53, SOC 2, CMMC controls and evidence requirements
- Competitor research: feature analysis across Vanta, Drata, Secureframe, Sprinto, Hyperproof, and others
- Feature design: risk management, asset inventory, change management, security training, audit readiness workflows
- Trust and governance concepts: AI governance frameworks, responsible AI deployment patterns
- Documentation and public-facing clarity across 15+ repositories
Why AI-native GRC matters
The GRC market is shifting from “AI-powered” to “AI-native.” The difference:
- AI-powered: existing manual workflows with AI bolted on for suggestions — still fundamentally human-driven
- AI-native: compliance automation built on an agentic foundation — AI agents handle evidence collection, control mapping, and monitoring continuously, with human-in-the-loop verification for decisions
Vanta calls it “Agentic Trust Platform.” Sprinto calls it “Autonomous Compliance Engine.” Kabrios is built on the same principle: compliance that runs continuously, not compliance that runs when auditors are coming.
Public Kabrios surfaces
- kabrios-site — public-facing product site
- kabrios-docs — documentation and implementation guides
- kabrios-trust — trust posture and security documentation
- kabrios-why — problem framing and market positioning
- kabrios-compare — competitor analysis and differentiation
- kabrios-about — team and mission
- kabrios-pricing — pricing and packaging
- kabrios-support — support infrastructure
Kabrios in one sentence
AI-native GRC compliance automation for FedRAMP, NIST 800-53, SOC 2, CMMC, and ISO 27001 — continuous evidence collection, automated control mapping, and audit preparation that runs at the speed organizations actually need.