The Agentic Infrastructure Platform for Cloud & AI

Design infrastructure. Understand cloud and AI economics. Generate production-ready Terraform. Operate Kubernetes with governed AI agents.

CrftInfrai connects architecture, cost, infrastructure generation, validation, and production operations in one decision workflow.

AWS · Azure · GCP · OCI · Terraform · Kubernetes · AI Cost Intelligence · AgenticOps

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AI COST INTELLIGENCE

AI Cost Intelligence — Understand What AI Actually Costs

Stop evaluating AI only by token price. CrftInfrai connects model pricing with workload performance so teams can understand the real economics of AI before scaling.

Cost per Task • Cost per Successful Task
Human vs AI
LLM pricing comparison
Workload cost forecasting

Token PriceCost per TaskCost per Successful TaskHuman vs AI

Explore AI Cost Intelligence Open Catalog

*Example comparison view for AI model pricing and usage estimates

Platform lifecycle

From infrastructure intent to verified operations.

CrftInfrai connects the decisions teams make before deployment with the governed workflows they need in production.

Plan

Define infrastructure requirements and deployment intent.

Predict

Understand cloud and LLM costs before deployment.

Design

Create cloud, Kubernetes, or agent infrastructure architecture.

Build

Generate infrastructure configuration and Terraform.

Validate

Check architecture, configuration and deployment decisions.

Operate

Use governed AI agents for infrastructure operations.

CrftInfrai AI Cost Intelligence

Understand AI economics beyond token price.

Cost per Task
Cost per Successful Task
Human vs AI
AI model cost comparison
Workload cost forecasting

CrftInfrai Cloud Cost Insights

Compare matching infrastructure and cost across providers.

AWS
Azure
GCP
OCI
Infrastructure cost comparison

CrftInfrai Cloud Infra Builder

Design visually, predict cost, and generate deployment-ready Terraform.

Visual infrastructure design
Infrastructure configuration
Predict cost
Terraform generation
Infrastructure explanation
Deployment documentation

CrftInfrai AI Cloud Builder

Use AI to turn infrastructure requirements into cloud architecture and Terraform.

Natural-language requirements
Architecture generation
Production infrastructure templates
Terraform generation
Infrastructure explanation

CrftInfrai Kubernetes Agents

Operate Kubernetes with evidence, approvals, GitOps, and verified recovery.

Detect
Diagnose
Remediation planning
Risk evaluation
Human approval
GitOps remediation
Recovery verification

AgenticOps Platform

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.

Open Operations Console View AgenticOps Capabilities

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

Popular blueprints: GKE + Cloud SQL + GitHub Actions • AWS Fargate Microservices Stack • Azure Static Web + Functions API

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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

Popular blueprints: Multi-Cloud Failover Infra • AKS + PostgreSQL + Monitoring • Production EKS + RDS + ArgoCD

Request Demo See Blueprints

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

Popular blueprints: Production EKS + RDS + ArgoCD • Lightweight Dev/Test Cluster

Open Console Compare Costs

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

Popular blueprints: Production EKS + RDS + ArgoCD • Lightweight Dev/Test Cluster • AKS + PostgreSQL + Monitoring

Open Operations View Capabilities

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 Cost Intelligence

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.

Explore AI Cost Intelligence Open Catalog

Cloud Infrastructure

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.

Kubernetes Agents

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.

Open Operations Console Request Demo

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.