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; $2 per 1,000 valid rows plus model tokens.
You can access the AI for Every Row: Bulk LLM to Classify & Summarize Datasets programmatically from your own applications by using the Apify API. You can also choose the language preference from below. To use the Apify API, you’ll need an Apify account and your API token, found in API & Integrations in Apify Console.
# Set API token$API_TOKEN=<YOUR_API_TOKEN>
# Prepare Actor input$cat > input.json << 'EOF'<{< "rows": [< {< "id": "r1",< "product": "Steel kettle",< "text": "Boils fast and the handle stays cool. Exactly what I wanted for the price."< },< {< "id": "r2",< "product": "Steel kettle",< "text": "Started leaking from the base after two weeks, and support never answered my emails."< },< {< "id": "r3",< "product": "Desk lamp",< "text": "Lovely warm light and easy to assemble, but the switch feels flimsy."< }< ],< "textFields": [< "text"< ],< "labels": [< "positive",< "negative",< "mixed"< ],< "model": "openai/gpt-4.1-mini",< "keepFields": [< "id"< ]<}<EOF
# Run the Actor using an HTTP API# See the full API reference at https://docs.apify.com/api/v2$curl "https://api.apify.com/v2/actors/humble-echidna~ai-rows/runs?token=$API_TOKEN" \< -X POST \< -d @input.json \< -H 'Content-Type: application/json'Below, you can find a list of relevant HTTP API endpoints for calling the AI for Every Row: Bulk LLM to Classify & Summarize Datasets Actor. For this, you’ll need an Apify account. Replace <YOUR_API_TOKEN> in the URLs with your Apify API token, which you can find under API & Integrations in Apify Console. For details, see the API reference.
https://api.apify.com/v2/actors/humble-echidna~ai-rows/runs?token=<YOUR_API_TOKEN>Note: By adding the method=POST query parameter, this API endpoint can be called using a GET request and thus used in third-party webhooks. Please refer to our Run Actor API documentation.
https://api.apify.com/v2/actors/humble-echidna~ai-rows/run-sync-get-dataset-items?token=<YOUR_API_TOKEN>Note: This endpoint supports both POST and GET request methods. However, only the POST method allows you to pass input data. For more information, please refer to our Run Actor synchronously and get dataset items API documentation.
https://api.apify.com/v2/actors/humble-echidna~ai-rows?token=<YOUR_API_TOKEN>For more information, please refer to our Get Actor API documentation.
Actors can be used to scrape web pages, extract data, or automate browser tasks. Use the AI for Every Row: Bulk LLM to Classify & Summarize Datasets API programmatically via the Apify API.
You can choose from:
AI for Every Row: Bulk LLM to Classify & Summarize Datasets API in Python
AI for Every Row: Bulk LLM to Classify & Summarize Datasets API in JavaScript
AI for Every Row: Bulk LLM to Classify & Summarize Datasets API through CLI
AI for Every Row: Bulk LLM to Classify & Summarize Datasets OpenAPI definition
You can start AI for Every Row: Bulk LLM to Classify & Summarize Datasets with the Apify API by sending an HTTP POST request to the Run Actorendpoint. An Actor’s input and its content type can be passed as a payload of the POST request, and additional options can be specified using URL query parameters. The AI for Every Row: Bulk LLM to Classify & Summarize Datasets is identified within the API by its ID, which is the creator’s username and the name of the Actor.
When the AI for Every Row: Bulk LLM to Classify & Summarize Datasets run finishes you can list the data from its default dataset(storage) via the API or you can preview the data directly on Apify Console.