AI for Every Row: Bulk LLM to Classify & Summarize Datasets
Pricing
from $1.40 / 1,000 row processeds
Run an LLM (GPT, Gemini and more) on every row of a dataset or JSON list, for AI enrichment and sentiment analysis: classify, tag, score, summarize or extract fields, chained after any scraper with datasetId. Answers validated against your schema or labels; $2 per 1,000 valid rows plus model tokens.
You can access the AI for Every Row: Bulk LLM to Classify & Summarize Datasets 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 API & Integrations in Apify Console.
1from apify_client import ApifyClient2
3# Initialize the ApifyClient with your Apify API token4# Replace '<YOUR_API_TOKEN>' with your token.5client = ApifyClient("<YOUR_API_TOKEN>")6
7# Prepare the Actor input8run_input = {9 "rows": [10 {11 "id": "r1",12 "product": "Steel kettle",13 "text": "Boils fast and the handle stays cool. Exactly what I wanted for the price.",14 },15 {16 "id": "r2",17 "product": "Steel kettle",18 "text": "Started leaking from the base after two weeks, and support never answered my emails.",19 },20 {21 "id": "r3",22 "product": "Desk lamp",23 "text": "Lovely warm light and easy to assemble, but the switch feels flimsy.",24 },25 ],26 "textFields": ["text"],27 "labels": [28 "positive",29 "negative",30 "mixed",31 ],32 "model": "openai/gpt-4.1-mini",33 "keepFields": ["id"],34}35
36# Run the Actor and wait for it to finish37run = client.actor("humble-echidna/ai-rows").call(run_input=run_input)38
39# Fetch and print Actor results from the run's dataset (if there are any)40print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")41for item in client.dataset(run.default_dataset_id).iterate_items():42 print(item)43
44# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-startThe Apify API client for Python is the official library that allows you to use AI for Every Row: Bulk LLM to Classify & Summarize Datasets API in Python, providing convenience functions and automatic retries on errors.
Install the apify-client
$pip install apify-clientOther API clients include: