AI Data Enricher

Enrich any dataset with AI-powered analysis — no coding required.

Sentiment · Summary · Categories · Keywords · Entities · Language · Tone

Add 7 AI-generated columns to any dataset in one click. Works with Apify datasets, CSV files, or manual JSON input.

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🚀 How it works

1. Pick your data — choose an existing Apify dataset, upload a CSV, or paste JSON
2. Select the text field — tell the Actor which column contains the text to analyze
3. Choose enrichments — pick one or more: sentiment, summary, categories, keywords, entities, language, tone
4. Provide your OpenAI API key — the Actor uses your own key (you control costs — bring your own)
5. Run — enriched data appears as new columns (prefixed ai_) in the output dataset

📊 Example

Input:

{"text": "This product is absolutely amazing! I've been using it for weeks and it exceeded all my expectations."}

Output:

{
  "text": "This product is absolutely amazing!...",
  "ai_sentiment": "positive",
  "ai_summary": "Customer is very satisfied with the product, praising its build quality and performance.",
  "ai_categories": ["Consumer Electronics", "Customer Review", "Product Satisfaction"],
  "ai_keywords": ["amazing", "exceeded expectations", "build quality", "top-notch"],
  "ai_entities": [],
  "ai_language": "en",
  "ai_tone": "enthusiastic"
}

🧠 Enrichment types

Enrichment	Description	Output type
sentiment	Positive / negative / neutral classification	string
summary	1-2 sentence AI summary	string
categories	2-5 relevant category labels	array[string]
keywords	5-10 key phrases extracted	array[string]
entities	Named entities (people, places, brands)	array[string]
language	Detected language (ISO 639-1 code)	string
tone	Emotional tone (enthusiastic, formal, urgent…)	string

⚙️ Technical details

• Model: Uses OpenAI GPT-4o-mini (fast, cheap, multilingual)
• Processing: Items are processed sequentially with individual LLM calls
• Error handling: Items that fail enrichment get null values — your original dataset is never lost
• Output: Same schema as input + new ai_* columns + overall enrichment summary

🔑 API key

This Actor requires an OpenAI API key with access to gpt-4o-mini (or any chat model). You can use any model from the OpenAI models list.

Get your key at: https://platform.openai.com/api-keys

📥 Input sources supported

• ✅ Apify dataset — reference an existing dataset ID
• ✅ CSV URL — public CSV file URL (first row = headers)
• ✅ Manual JSON — paste items directly in the input UI

💰 Pricing

Free to use. You only pay for your own OpenAI API usage.

Apify platform usage credits may apply (see your Apify plan for details).