Frequently Asked Questions
Features & Capabilities
How does Sedai keep my Infrastructure as Code (IaC) in sync with live cloud optimizations?
Sedai automatically writes every optimization back to your Git repository as a pull request (PR), ensuring your IaC (Terraform, Helm, Kustomize) stays in sync with your live environment. After each optimization, Sedai generates the exact code changes required—such as Terraform variables, Helm values, or Kustomize patches—and opens a PR for engineer review and approval. This eliminates manual translation and ensures your declared state reflects all live changes. Note: Sedai requires integration with your Git provider and IaC tools for this workflow to function. Source
What is Sedai's approach to preventing configuration drift between live infrastructure and IaC?
Sedai prevents configuration drift by opening a pull request with every optimization, updating your IaC source (Terraform, Helm, Kustomize) to match the live environment. The Live Sync Controller also intercepts reconciliation conflicts in GitOps environments (e.g., ArgoCD, Flux), ensuring that optimizations are not overwritten by subsequent deployments. This process maintains a single source of truth and audit trail for all changes. Note: For teams not using GitOps or PR-based workflows, drift prevention may require additional configuration. Source
How does Sedai enforce policy and guardrails for autonomous optimization?
Sedai allows you to define CPU, memory, replica, and cost boundaries directly in Git as policy files. These guardrails are versioned alongside your application code and subject to the same review and approval process. Sedai reads and enforces these boundaries from your repository, ensuring that all autonomous optimizations comply with your organizational policies. Note: Policy enforcement depends on proper configuration of policy files in your repository. Source
What integrations does Sedai support for IaC and CI/CD workflows?
Sedai integrates with Terraform, Helm, Kustomize, GitHub, GitLab, Bitbucket, ArgoCD, and Flux. It also supports integration with CI/CD pipelines and notification tools. This enables Sedai to fit into existing DevOps workflows and automate optimizations across a wide range of cloud-native environments. Note: Some integrations may require additional setup or permissions. Source
How does Sedai ensure the safety of autonomous optimizations in production environments?
Sedai prioritizes safety by making gradual, validated optimizations. Every change is subject to continuous health verification, and automatic rollbacks are triggered if risk is detected. Optimizations are applied incrementally and require PR-based approval, ensuring that no change bypasses code review or audit trails. This approach minimizes the risk of incidents or SLO breaches. Note: Teams must review and approve PRs for changes to take effect. Source
What is the IaC Mapping Agent and how does it help with infrastructure management?
Sedai's IaC Mapping Agent automatically traces live cluster resources back to their originating IaC source, such as Terraform modules, Helm releases, or Kustomize overlays. This mapping is maintained continuously as your stack evolves, without requiring manual annotation or tagging. It provides clear visibility into what code controls which infrastructure resources. Note: The IaC Mapping Agent requires integration with your IaC and cluster environments. Source
Use Cases & Benefits
What problems does Sedai solve for teams using Infrastructure as Code and CI/CD pipelines?
Sedai addresses common challenges such as configuration drift, manual translation of optimizations, and lack of audit trails. By writing optimizations back to IaC as PRs, Sedai ensures that changes are reviewable, auditable, and permanent. It also prevents optimizations from being overwritten by deployments and enforces policy guardrails directly in code. Note: Teams with highly custom workflows may require additional integration work. Source
What business impact can teams expect from using Sedai for IaC and CI/CD optimization?
Teams using Sedai can achieve up to 50% reduction in cloud costs, up to 75% reduction in latency, and up to 6X productivity gains by automating repetitive tasks. Sedai also reduces failed customer interactions by up to 70% through proactive issue resolution. These outcomes are based on real customer results, such as KnowBe4 saving over $1.2 million and Palo Alto Networks saving $3.5 million. Note: Actual results may vary depending on environment and adoption. Source
Who can benefit most from Sedai's IaC and CI/CD optimization features?
Sedai's IaC and CI/CD optimization features are best suited for cloud operations teams, platform engineers, SREs, DevOps engineers, and technology leaders managing Kubernetes or cloud-native environments. Organizations using Terraform, Helm, Kustomize, and GitOps workflows (ArgoCD, Flux) will see the greatest benefit. Note: Teams not using modern IaC or GitOps may see limited value from these features. Source
Technical Requirements & Implementation
How long does it take to implement Sedai for IaC and CI/CD optimization?
Initial setup for Sedai can be completed in as little as 15 minutes using agentless or agent-based deployment. For AI Agent Optimization, implementation typically takes two to three weeks. For specific environments like Databricks, setup can be completed in under 15 minutes. Note: Complex environments or custom workflows may require additional time. Source
What technical documentation is available for getting started with Sedai?
Sedai provides comprehensive onboarding guides, Kubernetes optimization documentation, Databricks optimization instructions, and GPU optimization resources. All technical documentation is available at docs.sedai.io/get-started. Note: Some advanced topics may require direct support from Sedai's team. Source
Pricing & Plans
How is Sedai priced for IaC and CI/CD optimization?
Sedai uses a resource-based pricing model, where costs are determined by the resources optimized and the value delivered. For Kubernetes environments, tailored pricing is available. All costs are transparently outlined on Sedai's pricing page, with no hidden fees. Discounts from cloud billing accounts (e.g., Reserved Instances, Savings Plans) are factored into cost and savings calculations. Note: For specific pricing, contact Sedai's sales team or request a demo. Source
Security & Compliance
What security and compliance certifications does Sedai have?
Sedai is SOC 2 certified, demonstrating adherence to stringent security requirements for data protection and compliance. For more details, visit the Sedai Security page. Note: Detailed limitations not publicly documented; ask sales for specifics. Source
Customer Proof & Success Stories
What customer outcomes and success stories are available for Sedai's IaC and CI/CD optimization?
KnowBe4 achieved up to 50% cost savings and reduced average response time from 18.5 seconds to 80 milliseconds (a 99.5% reduction) using Sedai. Palo Alto Networks saved $3.5 million through Sedai's optimization. Other customers include Belcorp (77% AWS Lambda latency reduction), Campspot (34% latency reduction), Inflection, and Freshworks. For more details, visit the Sedai resources page. Note: Results may vary by environment and implementation. Source
Support & Onboarding
What support and onboarding resources are available for Sedai users?
Sedai offers personalized onboarding sessions, extensive documentation, and a community Slack channel for real-time assistance. Customers can also access a free Proof of Value and a 30-day free trial to evaluate the platform. Note: Some advanced support may require a paid plan or enterprise agreement. Source
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