LLM FinOps and Cloud Cost Guides
In-depth, practical guides for reducing AI model and cloud costs. Written by engineers for engineers.
Connect a Kubernetes Cluster
Install the Cloptima collector with Helm and get namespace, workload, and pod cost visibility in minutes.
Read guideConnect an AWS Account
Grant Cloptima read-only access with a CloudFormation IAM role — via the AWS Console (one-click) or the AWS CLI.
Read guideConnect Google Cloud
Grant Cloptima read-only access to a GCP project with gcloud or the Cloud Console, and optionally connect BigQuery billing export.
Read guideConnect GitHub for PR Cost Impact
Install the Cloptima GitHub App so every pull request that changes infrastructure gets an automatic cost-impact comment before merge.
Read guideSet Up Budgets and Alerts
Create budgets at any level, route alerts to the channels your team uses, and turn on anomaly detection with root-cause context.
Read guideCreate Virtual Tag Rules
Turn messy source tags and Kubernetes labels into explainable business dimensions for showback and chargeback — without changing your cloud.
Read guideConnect Directory Sync (Entra, Workspace, SCIM)
Sync teams and people from your identity provider so spend maps to real owners — strengthening attribution, chargeback, and shadow-AI cleanup.
Read guideCloptima CLI Getting Started
Install the Cloptima CLI, authenticate, and run your first cost intelligence commands in minutes.
Read guideCloptima CLI for CI/CD Cost Guardrails
Use the CLI in your pipelines with access tokens and JSON output to enforce cost policies before deploy.
Read guideCloptima CLI MCP Setup
Connect Claude Desktop, Cursor, and Cline to Cloptima with local MCP stdio.
Read guideKubernetes Cost Optimization
Complete guide to reducing Kubernetes costs across clusters, namespaces, and workloads.
Read guideAWS Cost Optimization
Master AWS cost management with reserved instances, savings plans, and automated waste detection.
Read guideBigQuery Cost Optimization
How AI can auto-optimize your BigQuery queries for massive cost savings.
Read guideAI-Native FinOps: The Future of Cloud Cost Management
Why traditional FinOps tools are falling behind and how AI-native approaches are reshaping cost optimization.
Read guideCloud Cost Management: A Complete Guide
Build a cloud cost management practice from scratch with tagging, attribution, budgeting, and governance.
Read guideFinOps Best Practices for Engineering Teams
Proven practices for building a culture of cost optimization in your engineering organization.
Read guideSnowflake Cost Optimization
Reduce Snowflake costs with warehouse sizing, query tuning, and resource monitoring.
Read guideMulti-Cloud Cost Management
Strategies for managing costs across AWS, GCP, and Azure in a unified way.
Read guideOpenAI-Compatible AI Gateway for FinOps
How to adopt an OpenAI-compatible gateway for model governance, cost attribution, and budget controls without a large application rewrite.
Read guideConnect OpenAI Usage to Cloptima
Route OpenAI-compatible traffic through Cloptima for model access control, spend attribution, and budget enforcement.
Read guideConnect Anthropic Usage to Cloptima
Track and govern Anthropic usage with team attribution, model policies, and AI FinOps reporting in Cloptima.
Read guideConnect Gemini and Vertex AI Usage to Cloptima
Bring Gemini and Vertex AI spend into Cloptima for model analytics, budget controls, and cloud cost context.
Read guideConnect Amazon Bedrock Usage to Cloptima
Track and govern Amazon Bedrock model spend with Cloptima's AI FinOps and cloud ownership views.
Read guideLLM FinOps for Vercel AI SDK Apps
Add model spend attribution and gateway governance to Vercel AI SDK applications.
Read guideLangChain LLM Cost Tracking
Track LangChain model calls, chains, tool usage, retries, and agent runs in Cloptima.
Read guideLlamaIndex LLM Cost Tracking
Attribute LlamaIndex retrieval, indexing, embedding, and generation costs to apps, teams, and customer workflows.
Read guideOpenTelemetry GenAI LLM Cost Tracking
Use OpenTelemetry GenAI attributes to bring direct provider calls into Cloptima's LLM spend analytics.
Read guideLLM Provider Billing Reconciliation
Build a practical workflow for matching LLM usage records, pricing assumptions, provider credits, and billing exports.
Read guideMigrate From LiteLLM Reporting to Cloptima AI FinOps
Use Cloptima when your gateway needs finance-grade attribution, provider bill matching workflows, and cloud cost context.
Read guideUse Cloptima With Portkey
Pair Portkey-style gateway operations with Cloptima's AI FinOps control plane for attribution, budgets, and reconciliation workflows.
Read guideUse Cloptima With Helicone
Extend LLM observability with Cloptima's AI FinOps reporting, chargeback, budget controls, and provider bill matching workflows.
Read guideUse Claude Code (and Anthropic-API Tools) With Any Model
Point Claude Code or any Anthropic-API client at Cloptima and run OpenAI, Gemini, or Bedrock models through one governed, attributed endpoint.
Read guideUse Cloptima With Langfuse
Keep Langfuse for prompt engineering and tracing, and add Cloptima for budgets, guardrail cost governance, response caching, and eval-gated cost optimization.
Read guideCloptima LLM Observability SDKs (JS, Python, Go)
Add model usage telemetry and rich attribution to your apps without replacing your provider clients — with first-class SDKs for JavaScript/TypeScript, Python, and Go.
Read guidePut These Guides Into Practice
Cloptima automates the cost optimization strategies in these guides.