Pricing

from $0.01 / 1,000 processed usage records

AI Cost Audit & Anomaly Detection

Audit and explain your LLM/API usage costs from CSV or JSON. Calculates token-based cost per model, groups by model/day/feature, detects spikes and expensive-model patterns, and outputs a dataset plus summary.json and report.md. No external APIs required.

Pricing

from $0.01 / 1,000 processed usage records

Rating

0.0

(0)

Developer

Hayder Al-Khalissi

Actor stats

Bookmarked

Total users

Monthly active users

4 days ago

Last modified

Categories

Automation

Developer tools

You can access the AI Cost Audit & Anomaly Detection programmatically from your own applications by using the Apify API. You can also choose the language preference from below. To use the Apify API, you’ll need an Apify account and your API token, found in Integrations settings in Apify Console.

Python

JavaScript

CLI

OpenAPI

HTTP

MCP

1from apify_client import ApifyClient
2
3# Initialize the ApifyClient with your Apify API token
4# Replace '<YOUR_API_TOKEN>' with your token.
5client = ApifyClient("<YOUR_API_TOKEN>")
6
7# Prepare the Actor input
8run_input = {
9    "rawData": [{
10            "timestamp": "2026-02-01T10:00:00Z",
11            "model": "gpt-4o-mini",
12            "prompt_tokens": 500,
13            "completion_tokens": 200,
14            "feature": "chatbot",
15            "user_id": "user123",
16        }],
17    "priceTable": {
18        "gpt-4o": {
19            "inputPer1K": 0.0025,
20            "outputPer1K": 0.01,
21        },
22        "gpt-4o-mini": {
23            "inputPer1K": 0.00015,
24            "outputPer1K": 0.0006,
25        },
26        "claude-3-5-sonnet": {
27            "inputPer1K": 0.003,
28            "outputPer1K": 0.015,
29        },
30    },
31    "anomalyDetection": {
32        "enabled": True,
33        "thresholdMultiplier": 2.5,
34        "groupByFeature": False,
35    },
36    "enforcement": {
37        "enabled": False,
38        "maxDailyCost": 100,
39        "action": "warn",
40    },
41    "idempotency": {
42        "enabled": False,
43        "ttlHours": 168,
44        "allowedLateHours": 48,
45    },
46    "n8n": {
47        "enabled": False,
48        "source": {
49            "type": "raw",
50            "rawEvents": [],
51        },
52        "mapping": {
53            "workflowIdField": "workflowId",
54            "workflowNameField": "workflowName",
55            "nodeIdField": "nodeId",
56            "nodeNameField": "nodeName",
57            "environmentField": "env",
58            "tenantIdField": "tenantId",
59            "userIdField": "userId",
60            "runIdField": "runId",
61            "eventIdField": "eventId",
62            "timestampField": "timestamp",
63        },
64        "defaults": { "environment": "prod" },
65        "derive": {
66            "workflowNameFrom": "workflowId",
67            "nodeIdFrom": "nodeName",
68            "hashPrompt": True,
69        },
70    },
71    "privacy": {
72        "redactIdsInLogs": True,
73        "redactStrategy": "partial",
74    },
75    "retention": {
76        "rawDays": 90,
77        "aggregateDays": 365,
78    },
79    "webhookUrl": "",
80}
81
82# Run the Actor and wait for it to finish
83run = client.actor("quantifiable_bouquet/ai-cost-audit-anomaly-detection").call(run_input=run_input)
84
85# Fetch and print Actor results from the run's dataset (if there are any)
86print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
87for item in client.dataset(run["defaultDatasetId"]).iterate_items():
88    print(item)
89
90# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

LLM Cost Audit & Anomaly Detection (CSV/JSON) API in Python

The Apify API client for Python is the official library that allows you to use AI Cost Audit & Anomaly Detection API in Python, providing convenience functions and automatic retries on errors.

Install the apify-client

$pip install apify-client

Other API clients include:

AI Cost Audit & Anomaly Detection API in JavaScript

AI Cost Audit & Anomaly Detection API through CLI

AI Cost Audit & Anomaly Detection OpenAPI definition

AI Cost Audit & Anomaly Detection API

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