Use case
Turn a plain-language brief into a threat-modelled design
Describe the system you want in plain language, and Aribot turns it into a cloud architecture and a threat model that stay linked to the live estate.
From a CTO's strategic vision to live operational intelligence — describe what you need in plain language, generate secure cloud architecture, model threats with 7+ methodologies, scan code, set out IaC hardening, connect live infrastructure, and monitor compliance, drift, security, and cost continuously.
Ayurak takes a CTO's strategic vision, understands natural language intent, generates secure cloud architecture, models threats using 7+ methodologies, scans code, sets out IaC hardening, connects live infrastructure, and monitors compliance, drift, security, and cost — continuously.
Illustrative scenarios, not customer results
Vision: Modernize core banking ledger to cloud-native microservices
47 components, PCI DSS 96.6% compliant, 34% cost reduction
Vision: Build HIPAA-compliant patient data lake on GCP
23 services, HIPAA compliant, end-to-end encryption, 99.99% SLA
Vision: Migrate claims processing from mainframe to serverless
31 components, SOC 2 Type II ready, 60% cost savings vs on-prem
Vision: Deploy zero-trust architecture across 15K employee organization
156 IAM policies, 0 drift tolerance, continuous compliance monitoring
Start with the CTO, CIO, or CEO's strategic vision. Ayurak captures executive intent — whether it's modernizing a legacy banking platform, consolidating identity across 40 branch offices, or launching a new fintech product on the cloud — and translates high-level goals into actionable, secure architecture.
"I need to move our core banking ledger off mainframe and into a cloud-native microservices architecture — without any downtime."
"We're acquiring three regional banks. Their identity systems need to be consolidated under a single managed IAM within 6 months."
"Our board wants a new digital lending platform live by Q3. It must be PCI DSS compliant from day one."
Describe what you need in plain language — no Terraform, no YAML, no architecture diagrams required. Ayurak's AI understands banking, insurance, healthcare, and enterprise IT context. It resolves ambiguity, infers service dependencies, and generates the right cloud services from your business description.
"Convert our financial payment tracking system to a modern REST API application with real-time transaction monitoring."
"Transform the entire bank identity management from on-prem Active Directory to a centralized, cloud-managed identity service with MFA and conditional access."
"Build a financial service app hosted on Google Cloud with Pub/Sub for event-driven processing, Cloud SQL for transaction records, and Cloud KMS for encryption at rest."
From your natural language, Ayurak generates a complete cloud architecture diagram with real nodes, edges, data flows, VPC boundaries, and service connections. Not abstract boxes — actual GCP Cloud Run instances, API Gateways, Cloud SQL databases, IAM policies, KMS key rings, Pub/Sub topics, and Load Balancers.
Input: "Payment tracking API on GCP" → Output: API Gateway → Cloud Run (payment-api, ledger-service) → Cloud SQL (transactions) + Firestore (analytics) → Pub/Sub (events) → Cloud KMS (encryption)
Generates 3 architecture variants: Cost-Optimized ($2.1K/mo), Security-Hardened ($3.8K/mo), Balanced ($2.9K/mo) — with side-by-side trade-off analysis.
Every component in your architecture is automatically analyzed using STRIDE, MAESTRO, MITRE ATT&CK, Cyber Kill Chain, PASTA, and Ayurak's contextual threat engine, which considers business impact, data sensitivity classification, and regulatory exposure.
Cloud SQL (transactions DB): "SQL injection via payment-api → data exfiltration of PAN data → PCI DSS 6.5.1 violation. Priority: Critical. Auto-remediation: Enable Cloud SQL IAM authentication."
API Gateway: "Broken authentication (STRIDE:Spoofing) — no mutual TLS between gateway and backend services. MITRE ATT&CK T1078 (Valid Accounts)."
Cloud KMS: "Key rotation policy not enforced (NIST SP 800-57). Current key age: 847 days. Remediation: Enable 90-day auto-rotation."
Application code undergoes deep security review: static analysis (SAST) and Software Composition Analysis (SCA). Every finding is mapped back to the architecture component it affects, creating a complete attack surface view.
payment-api.ts:142 — "SQL query built with string concatenation using user input. OWASP A03:2021 Injection. Fix: Use parameterized query."
auth-middleware.js:67 — "JWT secret loaded from environment variable without rotation. CWE-798. Recommendation: Migrate to Cloud KMS-backed key."
package.json — "lodash@4.17.19 has Prototype Pollution vulnerability (CVE-2021-23337, CVSS 7.2)."
Ayurak sets out the hardening your Infrastructure as Code needs, for Terraform, Pulumi or CloudFormation. It suggests right-sized instance types from workload analysis, zero-trust network policies and encryption by default, for your team to review and apply.
google_cloud_run_v2_service "payment-api" — Configured with VPC connector, 512Mi memory (right-sized from 2Gi), Cloud SQL proxy sidecar, minimal IAM bindings.
Sample cost estimate: original $4,200/mo → $2,780/mo after right-sizing and committed use discounts.
Connect your live cloud accounts (AWS, Azure, GCP) with read-only service accounts. Ayurak discovers every deployed resource and maps it back to your architecture diagram. When someone changes a security group or modifies an IAM policy outside your IaC pipeline, Ayurak flags the drift on its next sync.
Cloud Run "payment-api": HEALTHY — 3 instances, 99.97% uptime, avg response 47ms.
API Gateway: DRIFT DETECTED — Someone manually added route "/admin/debug" with AllowUnauthenticated policy. Not in Terraform state.
IAM: SECURITY ALERT — "sa-payment-api@project.iam" granted roles/owner. Violates least-privilege policy.
Near-real-time continuous monitoring across every dimension. Regulatory compliance scores update as infrastructure changes. Configuration drift triggers alerts and optional auto-remediation. Security posture scoring with attack path analysis. Cost anomaly detection. All in a single dashboard.
COMPLIANCE: "PCI DSS 4.0 Requirement 3.5.1 — Cloud SQL encryption key rotation overdue. Auto-remediation triggered."
DRIFT: "Cloud Armor WAF rule disabled at 16:42 UTC. Auto-remediation: Rule re-enabled within 28 seconds."
SECURITY: "New attack path discovered: Public Cloud Run → IAM escalation → Cloud SQL admin → PAN data exfiltration. 3-hop, HIGH exploitability."
See the complete journey from executive intent to secure, monitored infrastructure in minutes.
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Why teams use this
Use case
Describe the system you want in plain language, and Aribot turns it into a cloud architecture and a threat model that stay linked to the live estate.
Use case
Describe the system, pick the cloud and the standards you answer to, and Aribot draws the architecture with the security controls in place, then checks it.