# Cloptima (llms-full)

## One-Line Description
Cloptima is an AI-native cloud cost intelligence platform that helps engineering teams detect waste, assess PR cost impact, optimize queries, and automate cost guardrails with CLI + MCP workflows.

## Target Users
- Engineering teams and platform teams
- FinOps practitioners in SMB and growth-stage companies
- Teams typically managing cloud spend in the low-thousands to low-six-figures monthly range

## Core Product Areas
1. Cloud Cost Monitoring
- Multi-cloud visibility across AWS and GCP
- Cost trends and service-level breakdowns
- Team-level attribution workflows
- URL: https://cloptima.ai/platform/cloud-cost-monitoring

2. Kubernetes Cost Optimization
- Namespace and workload-level cost allocation
- Rightsizing recommendations and anomaly visibility
- URL: https://cloptima.ai/platform/kubernetes-optimization

3. PR Cost Impact
- Cost impact signal directly in developer workflows
- Designed for shift-left cost governance
- URL: https://cloptima.ai/platform/pr-cost-impact

4. Query Optimization
- Query-level optimization focus for warehouse workloads
- Practical recommendations tied to cost outcomes
- URL: https://cloptima.ai/platform/query-optimization

5. Budgets, Alerts, Recommendations
- Budget monitoring and anomaly detection
- Actionable recommendation surface for ops workflows
- URLs:
  - https://cloptima.ai/platform/budgets-alerts
  - https://cloptima.ai/platform/recommendations

## Developer Interfaces
1. CLI
- Distributed as a single binary (Homebrew) and Docker image
- Automation-friendly output formats (JSON, table, CSV)
- URL: https://cloptima.ai/platform/cli

2. MCP
- Embedded MCP server in CLI via:
  - cloptima mcp serve
- Enables local stdio integration with MCP-capable clients
- URL: https://cloptima.ai/platform/mcp-server

## Setup Guides
- CLI Getting Started: https://cloptima.ai/guides/cloptima-cli-getting-started
- CLI for CI/CD: https://cloptima.ai/guides/cloptima-cli-ci-cd
- CLI MCP Setup: https://cloptima.ai/guides/cloptima-cli-mcp-setup
- AI-Native FinOps: https://cloptima.ai/guides/ai-native-finops

## Pricing and Packaging
- Pricing page: https://cloptima.ai/pricing
- Cloptima is paid software with a 30-day trial on Pro and Growth plans
- Flat-rate pricing model for core intelligence plans

## Comparison Pages
- vs KubeCost: https://cloptima.ai/compare/vs-kubecost
- vs Vantage: https://cloptima.ai/compare/vs-vantage
- vs Cast AI: https://cloptima.ai/compare/vs-castai

## Canonical and Supporting Pages
- Homepage: https://cloptima.ai
- Platform hub: https://cloptima.ai/platform
- Integrations: https://cloptima.ai/integrations
- FAQ: https://cloptima.ai/faq
- Security: https://cloptima.ai/security