name: Clarifai FinOps description: Financial operations guidance for managing costs and optimizing spend on the Clarifai AI platform. url: https://www.clarifai.com/pricing overview: > Clarifai charges based on the number of monthly operations (API calls) for predictions, training, and data storage. Each pricing tier includes a monthly credit that can be applied toward various operations. Additional charges apply when usage exceeds the included credit for the tier. cost_drivers: - name: API Predictions description: Each inference call to a model (image recognition, object detection, NLP, etc.) counts as an operation. unit: per operation - name: Model Training description: Training custom models consumes operations from the monthly allotment. unit: per training run - name: Data Storage description: Storing inputs, datasets, and artifacts may consume operations or incur additional storage costs. unit: per GB or operation - name: Compute Resources description: Enterprise and dedicated compute environments are billed based on resource consumption. unit: per compute hour optimization: - tip: Use the Community tier (1,000 free operations) for development and testing before scaling to paid plans. - tip: Batch API requests where possible to maximize operations per request and reduce overhead. - tip: Cache model responses for repeated identical inputs to avoid redundant operations. - tip: Monitor usage via the Clarifai control plane dashboard to track operations and avoid unexpected overages. - tip: Use pre-built Clarifai models instead of custom training when accuracy requirements permit, to reduce training costs. - tip: Implement back-off retry logic to handle CONN_THROTTLED errors without burning unnecessary operations. - tip: Contact sales@clarifai.com for committed volume discounts on Enterprise plans to reduce per-operation costs. billing: cycle: monthly overage: Additional charges apply when monthly operations exceed plan limits. enterprise_discounts: Committed volume discounts available for Enterprise customers. contact: sales@clarifai.com