The Infrastructure Decision Layer
CrftInfrai is built to evaluate infrastructure decisions before execution — so teams can generate production-ready Terraform with cost clarity, consistency, and confidence.
Visual by design, standards-first by default. Terraform is always generated and owned by you.
AI Tools Cost Intelligence — Govern Costs Before You Integrate
Compare pricing for LLMs, Image, Speech, and Vector models across providers. Forecast usage with the estimator and establish cost guardrails early — inside CrftInfrai.
- OpenAI • Anthropic • Google • Azure • Bedrock • OCI
- Token / request pricing and context windows
- Usage estimator for monthly forecasts
- One place for AI cost visibility and planning
*Example comparison view for AI model pricing and usage estimates
Kubernetes & DevOps Agentic AI Platform
CrftInfrai AgenticOps is not a single chatbot. It is a multi-agent operations platform for Kubernetes, DevOps, SRE, GitOps, platform engineering, cluster upgrades, remediation, approvals, and verified recovery.
K8s Health Agent
Detects unhealthy pods, deployments, namespaces, nodes, and cluster-level degradation signals.
K8s Diagnosis Agent
Performs RCA for ImagePullBackOff, CrashLoopBackOff, Pending pods, rollout failures, and scheduling issues.
K8s Remediation Agent
Generates safe remediation plans with confidence scoring, risk checks, and policy awareness.
Operator Agent
Coordinates controlled operational actions such as restart, rollback, scaling, and workload inspection.
GitOps Agent
Creates GitOps-ready changes and pull requests instead of directly modifying production systems.
ArgoCD Sync Agent
Tracks application sync, drift, deployment status, and post-change rollout health.
Cluster Upgrade Agent
Plans Kubernetes upgrades with compatibility checks, risk analysis, and pre-upgrade validation.
Platform Build Agent
Builds platform stacks using templates, Terraform generation, GitOps patterns, and operational blueprints.
Recovery Verification Agent
Verifies whether remediation restored workload, namespace, service, and deployment health.
Governance Agent
Adds approval, audit trail, risk scoring, production safeguards, and controlled remediation gates.
Built for
Startups & Growth Teams
Go from idea → production stack with proven blueprints and cost clarity before spend.
- • Start with repeatable reference architectures, not ad-hoc setups
- • Generate standards-first Terraform you own
- • See hourly & monthly cost impact upfront with per-resource breakdown
- • Compare AI model/tool costs before integration across LLM/Image/Speech/Vector
Enterprises
Standardize infrastructure decisions across teams and clouds with auditability and cost visibility.
- • Multi-cloud + failover patterns and reference architectures
- • Guardrails, governance-ready workflows, and SSO-friendly posture
- • Cost transparency with resource-level breakdowns
- • Centralized AI spend planning across providers and modalities
DevOps & Platform Teams
Turn infrastructure into a repeatable system: patterns, guardrails, and predictable Terraform outputs.
- • Visual design → deterministic Terraform, ZIP export, and reusable patterns
- • GitOps-friendly workflows with CI/CD patterns
- • Explainability + deployment-ready README with setup, remote state, and run steps
- • Real-time pricing + cost simulation before provisioning
SRE & Operations Teams
Reduce MTTR with AI-assisted Kubernetes RCA, remediation planning, approvals, and recovery verification.
- • Detect unhealthy pods, deployments, nodes, and namespaces across clusters
- • Analyze ImagePullBackOff, CrashLoopBackOff, Pending pods, and rollout failures
- • Generate safe remediation plans with confidence and risk scoring
- • Use approval workflows before production-impacting actions
Decision Layer
Evaluate architecture before execution.
Pre-Deploy Evaluation
Expose architecture trade-offs, risk hotspots, and cost impact before anything reaches production.
Standards-first by Default
Bake in repeatable patterns and guardrails so teams ship consistent infrastructure, not snowflakes.
Ownership Preserved
Terraform is generated, transparent, and owned by you. CrftInfrai augments decisions without locking you in.
Cloud Financial Simulation
See cost before commitment. AWS • GCP • Azure • OCI.
Multi-Cloud Cost Comparison
Compare providers using real-time pricing APIs with clear per-resource breakdowns.
AI-Powered Cost Prediction
Predict cost per resource and per cloud. Compare scenarios side-by-side with consistent assumptions.
Hybrid & Multi-Region Patterns
Model infrastructure across clouds including hybrid, failover, and multi-region architectures.
AI Tools Economics
Plan AI spend before integrating models.
LLM Pricing Catalog
Compare token pricing, tiers, and context lengths across major providers in one place.
Usage Estimator
Forecast monthly spend from prompts and calls so you can budget before production usage ramps.
Multi-Modality Coverage
Side-by-side pricing for LLMs, Image, Speech, STT/TTS, Vector, and Embeddings.
Infrastructure Studio
Design visually. Generate deterministically.
Visual Infrastructure Builder
Design resources across AWS, Azure, GCP, and OCI. Connect and configure components visually.
Terraform Generation
Auto-generate deterministic Terraform from your design. Export or deploy with controlled workflows.
Reference Architectures
Start with proven blueprints for Kubernetes, databases, networking, and CI/CD. Fully customizable and standards-first.
AgenticOps Workflow
The operational flow from Kubernetes incident detection to verified recovery.
1. Detect Incident
Identify unhealthy pods, failed rollouts, degraded deployments, node pressure, scheduling failures, and namespace-level issues.
2. Analyze Root Cause
Use diagnosis agents to understand whether the issue is image-related, config-related, resource-related, rollout-related, or scheduling-related.
3. Generate Remediation Plan
Produce a safe, explainable remediation plan with evidence, confidence, risk score, and recommended next action.
4. Request Approval
Trigger approval when the action is risky, production-impacting, destructive, or policy-sensitive.
5. Create GitOps Change
Generate pull requests for Kubernetes, Helm, Kustomize, ArgoCD, or Terraform changes instead of direct production mutation.
6. Verify Recovery
Confirm that the workload, deployment, namespace, and service health actually recovered after remediation.
DevOps & Operability
Repeatable delivery without chaos.
CI/CD & GitOps Integration
Out-of-the-box support for GitHub Actions, ArgoCD, GitLab patterns, and PR-based infrastructure workflows.
Monitoring Stack
Provision Prometheus, Grafana, Loki, and Tempo using production-ready patterns.
Security & Access Control
RBAC, secrets handling patterns, and audit-friendly workflows that scale with teams.
Reference Architectures
Pick a blueprint. Understand cost. Customize with confidence.
Prebuilt Blueprints
Start quickly with proven architectures for Kubernetes, databases, networking, and CI/CD.
Estimated Cost per Blueprint
Each blueprint includes predicted hourly and monthly cost so you can choose with clarity.
One-Click to Studio
Select “Use Blueprint” to preload the design into the infrastructure studio for customization.
Infrastructure Reference Architectures
Launch production-ready infrastructure with prebuilt, scalable Terraform blueprints.
Production EKS + RDS + ArgoCD
Spin up a highly available EKS cluster with PostgreSQL and CI/CD via ArgoCD.
Prebuilt and optimized for cost & performance.
GKE + Cloud SQL + GitHub Actions
Google Kubernetes Engine setup with managed SQL and GitHub-based CI/CD pipelines.
Prebuilt and optimized for cost & performance.
AKS + PostgreSQL + Monitoring
Azure-native setup with AKS, PostgreSQL, and Prometheus/Grafana stack.
Prebuilt and optimized for cost & performance.
AWS Fargate Microservices Stack
Run microservices using ECS Fargate, ALB, and CloudWatch.
Prebuilt and optimized for cost & performance.
GCP Serverless Web App
Host a serverless app with Cloud Run and Cloud SQL.
Prebuilt and optimized for cost & performance.
Azure Static Web + Functions API
Frontend on Azure Static Apps, backend with Azure Functions and CosmosDB.
Prebuilt and optimized for cost & performance.
Multi-Cloud Failover Infra
Deploy redundant workloads to AWS + GCP with DNS-based failover.
Prebuilt and optimized for cost & performance.
Lightweight Dev/Test Cluster
Low-cost Kubernetes setup using Spot or Preemptible VMs.
Prebuilt and optimized for cost & performance.