export interface PredictRequest {
  organization_apikey: string;
  app_apikey: string;
  tenant_apikey?: string;
  item_id: string;
  prediction_type: 'trend' | 'anomaly' | 'failure';
  timeframe: '1h' | '24h' | '7d' | '30d';
}

export interface PredictResponse {
  timestamp: string;
  item_id: string;
  prediction: string;
  confidence: number;
  explanation: string;
  timeframe: string;
  recommendations: string[];
}

export interface PredictionType {
  type: 'trend' | 'anomaly' | 'failure';
  description: string;
  use_cases: string[];
  example: string;
}

export interface Timeframe {
  value: '1h' | '24h' | '7d' | '30d';
  description: string;
  use_cases: string;
}

export interface PredictConfigResponse {
  prediction_types: PredictionType[];
  timeframes: Timeframe[];
  example_request: PredictRequest;
  example_response: PredictResponse;
}

export interface Metric {
  name: string;
  friendly_name?: string;
  value: any;
  unit?: string;
}

export interface DecideRequest {
  organization_apikey: string;
  app_apikey: string;
  tenant_apikey?: string;
  log_data: {
    metrics: Metric[];
    context: string;
    item_name: string;
  };
  allowed_actions: Record<string, string>;
}

export interface DecideResponse {
  timestamp: string;
  decision: string;
  reason: string;
  confidence: number;
  message?: string;
}