• NLP GAPS
  • INTENT MISSES
  • HUMAN REVIEW
  • DATA READY

How to identify bot training gaps with your AI

Connect ChatBot.com to your agent to find the specific phrases your bot doesn't understand. Once connected, you can pinpoint exactly where your NLP training falls short.

Ask AI about this page

Short answer

How can I find out what my chatbot doesn't understand?

Use your agent to pull a list of phrases that failed to trigger a response. This shows you the specific language patterns your current NLP model is missing. You'll get a clear list of data points to feed back into your training set.

The results.

Where your training gaps land.

The AI processes your chat logs to categorize the friction points.

NLP GAPS

Unrecognized phrases

The AI uses list_training_data to pull phrases that didn't match any intent. You get a raw list of what users actually said.

INTENT MISSES

Broken intent flows

The agent identifies where users tried to trigger a specific action but failed. This highlights logic errors in your conversation trees.

HUMAN REVIEW

Manual triage needed

The AI flags highly ambiguous or sensitive phrases that require a human to decide if they need a new intent or a better response.

DATA READY

New training sets

The agent organizes the failed phrases into clean groups. You can export these to update your bot's model immediately.

The workflow

What your AI does when the logs arrive.

Your agent handles the heavy lifting of scanning through massive amounts of chat history.

  1. Fetch logs

    The agent pulls the latest conversation history from your ChatBot.com account.

    list_training_data

  2. Identify failures

    The AI scans the logs for phrases that resulted in fallback responses or 'I don't understand' messages.

    list_training_data

  3. Group patterns

    The agent clusters similar unrecognized phrases together so you aren't looking at a messy list of individual lines.

    list_training_data

  4. Flag for training

    The AI isolates the most frequent gaps, making it easy to see which new intents are worth building.

    list_training_data

Try it

Copy these to start.

Paste these directly into your chat client to begin.

Starting points

These are starting points. You can swap out the specific chat channel or date range to narrow your search.

ChatBot Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_2Z0qncNhPQ1ZiAdfbHS8L08HKBLoVsL20O1Ipg89/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 — ChatBot capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "chatbotcom-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_2Z0qncNhPQ1ZiAdfbHS8L08HKBLoVsL20O1Ipg89/mcp"
    }
  }
}
Copy into chat04

  • Pull the unrecognized phrases from my ChatBot.com logs from the last 24 hours.

  • Show me the most common phrases in my ChatBot.com history that triggered a fallback response.

  • Analyze the ChatBot.com training data and group similar unrecognized user inputs.

  • Find all phrases in my ChatBot.com logs related to 'billing' that the bot failed to answer.

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

Start here

Connect ChatBot.com once, then ask.

Just link your account once. Your credentials stay encrypted, and you can immediately start asking your agent to analyze your data.

Connect ChatBot.com to your AI

FAQ

How this task behaves.

  • 01

    Can the AI automatically update my bot's intents?

    No. The AI identifies the gaps and prepares the data, but you must manually approve and apply new training to your bot.

  • 02

    Does the AI delete any of my chat logs?

    No. The AI only reads the data to identify patterns. It cannot delete or modify your existing chat history.

  • 03

    Can I filter by specific users?

    Yes, if those users' conversations are included in the training data logs the agent pulls.

  • 04

    Will this work with my custom NLP model?

    Yes, as long as your model's logs are accessible through the ChatBot.com interface.

  • 05

    Can the AI write the new training phrases for me?

    The AI can suggest variations of phrases to help with training, but it won't push them directly into your production model.

  • More questions about ChatBot.com? See everything the ChatBot.com Connector can do

Connect ChatBot to Claude, Cursor, ChatGPT & more