The platform

One system. Three layers. Five specialist agents.

Cloud telemetry flows in, gets reasoned over by specialist agents sharing one knowledge base, and comes out the other side as either a proposal or — once policy and a human allow it — a safely executed change.

01 — Architecture

How data becomes a decision.

Three layers, one continuous loop: observe, reason, act.

Layer 1 — Cloud environment
AWSAzureGCPKubernetes Telemetry & logsConfig & IaC stateEvents
Layer 2 — Agentic orchestration (shared RAG knowledge base)
FinOps
SRE / SysOps
SecOps
Compliance
Knowledge
Layer 3 — Governance & actions
Policy-as-Code guardrailsIaC integration Event-driven automationHuman approval gateSafe execution
Every recommendation is traceable to a source. Every high-impact action passes through the same approval path.

That's the design principle behind the whole platform — trusted by the engineers who have to answer for what it does, not just what it flags.

02 — The agents

Five specialists. One brain.

Each agent owns a domain an SME would otherwise need a dedicated hire for. All of them read from the same knowledge base, so a cost decision knows about an open vulnerability, and an incident knows what changed in the last deploy.

FinOps agent

Cost & rightsizing

Finds the spend nobody's watching.
  • Detects idle compute, orphaned resources, and data-transfer egress hotspots
  • Optimizes storage tiers and flags container and database waste
  • Tracks commitment coverage and recommends Reserved Instances / Savings Plans
  • Proposes Terraform-based fixes that route through policy-gated approval
SRE / SysOps agent

Health & incidents

Catches the anomaly before the page.
  • Monitors infrastructure health continuously
  • Detects anomalies and predicts incidents
  • Assists root cause analysis in real time
  • Validates deployments, automates remediation via runbooks
SecOps agent

Posture & vulnerabilities

Checks the fence line, all the time.
  • Checks posture against CIS, SOC 2, ISO 27001, NIST
  • Detects vulnerabilities and misconfigurations
  • Monitors IAM risk across accounts and roles
  • Prioritizes remediation by actual exposure
Compliance agent

Audit & evidence

Audit-ready, every day of the year.
  • Continuously maps evidence to compliance controls
  • Cuts the manual effort auditors used to demand
  • Shares findings directly with the SecOps agent
  • Turns audit season into a non-event
Knowledge agent

Natural language over your whole estate

The interface to everything the other four know.

It learns your architecture and operational history, so anyone on the team can ask a plain-language question and get a grounded answer — not a dashboard to go interpret themselves.

Why did costs increase last week?
Which security findings need attention right now?
What changed before last night's incident?
03 — Under the hood

Built for safe autonomy, not black-box automation.

Every recommendation is traceable to a source, and every high-impact action passes through the same approval path.

orchestration
Multi-agent orchestration across the five domain agents
retrieval
RAG over cloud inventories, logs, IaC repositories, and documentation
governance
Policy-as-Code for guardrails on what agents may propose or execute
automation
Event-driven automation triggered directly off telemetry and alerts
iac
Native integration with Terraform, Pulumi, and CloudFormation
platform
Kubernetes and cloud-native workload support out of the box
compliance
Continuous evidence collection mapped to audit controls
safety
Human approval workflows gate every high-impact automated action
See it applied to your team

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