• CLASSIFIED
  • SCORED
  • REVIEW
  • EXTRACTED

How to run batch text predictions with your AI

Connect DeepOpinion to your agent to process large arrays of text data in a single pass. Once connected, you can hand over lists of strings for mass analysis.

Ask AI about this page

Short answer

How can I run batch text predictions with my AI?

You provide your agent with a list of strings, and it uses DeepOpinion to run predictions on the entire set at once. This allows you to analyze large datasets without processing every line individually. You'll get structured results for every item in your array.

The results you get.

Where your data lands.

The AI processes your input and sorts the results into these categories.

CLASSIFIED

Categorized data

The AI labels every string in your list based on the model you select. You get a clean set of tags for your entire dataset.

SCORED

Sentiment and intent

The agent assigns numerical values or sentiment scores to each text entry. This helps you quantify the tone of your data.

REVIEW

Human oversight

Low confidence predictions are flagged for you to check manually. This ensures the AI doesn't make final calls on ambiguous text.

EXTRACTED

Key data points

The AI pulls specific entities or values from the text strings. You receive a structured list of the information you requested.

The workflow

What your AI does when the data arrives.

Your agent handles the heavy lifting of communicating with the DeepOpinion API.

  1. Identify available models

    The agent checks which NLP models are ready for use to ensure it picks the right one for your specific text type.

    list_models

  2. Submit the array

    The agent sends your entire list of text strings to the engine for processing.

    predict_batch

  3. Process predictions

    The engine runs the analysis on every string in the batch simultaneously.

    predict_batch

  4. Deliver results

    The agent receives the structured output and presents the findings to you in your chat interface.

    predict_batch

Try it

Copy these to start.

Use these prompts to trigger the batch process.

Starting points

Replace the bracketed text with your actual data source, like a CSV file, a Google Sheet, or a raw list of customer comments.

DeepOpinion Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_mAec2ijG3chSPeLolEquxc6ouGhbJvR4I8y7U67K/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — DeepOpinion capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "deepopinion-no-code-nlp-text-ai-api-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_mAec2ijG3chSPeLolEquxc6ouGhbJvR4I8y7U67K/mcp"
    }
  }
}
Copy into chat04

  • Run a batch prediction on these customer feedback strings from my spreadsheet: [paste strings]

  • Use DeepOpinion to categorize this list of support tickets: [paste list]

  • Analyze the sentiment for every line in this text file: [paste text]

  • Predict the intent for these email subjects from my inbox: [paste subjects]

  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect DeepOpinion once, then ask.

Just follow the one-click connection link. Your credentials stay encrypted and secure, and you can find the full tool list on the Connector page.

Connect DeepOpinion to your AI

FAQ

How this task behaves.

  • 01

    Can the AI change the original text in my files?

    No. The AI only reads the text to generate predictions; it cannot modify your source files or databases.

  • 02

    Does the AI decide which model to use?

    Yes, you can ask the agent to pick a model, or you can specify a model name from the available list.

  • 03

    Can I run predictions on a single string instead of a batch?

    Yes. While this task is optimized for arrays, you can pass a list containing only one string.

  • 04

    Will the AI automatically save the results to my database?

    No. The AI provides the predictions in your chat interface. You must manually move them to your database or use another tool to save them.

  • 05

    Can the AI create new NLP models?

    No. The tool only allows you to see and use existing models through the list_models capability.

  • More questions about DeepOpinion? The Connector page answers them. See everything the DeepOpinion Connector can do

Connect DeepOpinion to Claude, Cursor, ChatGPT & more