• ACCURACY
  • ENGAGEMENT
  • METRICS
  • HUMAN

How to audit chatbot conversations with your AI

Connect Stammer.ai to your agent once. From there, your AI pulls logs and performance data to find where your bot is failing.

Ask AI about this page

Short answer

How can I audit my chatbot conversations using AI?

Your AI uses Stammer.ai to pull recent chat logs and performance metrics. It identifies where the bot went off track or failed to engage users. You get a clear view of bot accuracy and specific areas for improvement.

Audit outcomes

Where your findings land.

The AI categorizes its analysis into these four areas.

ACCURACY

Identify bot hallucinations

The AI compares chat logs against your bot's instructions. It flags responses that are factually wrong or out of character.

ENGAGEMENT

Spot drop-off points

Your agent looks for patterns where users stop responding. This helps you see where the conversation flow breaks down.

METRICS

Review performance data

The AI pulls specific engagement stats. You get a summary of how the bot is actually performing over time.

HUMAN

Flag for manual review

When the AI finds a critical error it can't fix, it marks the conversation. You decide how to adjust the bot's logic.

The workflow

What your AI does when the audit request arrives.

The AI acts as a data analyst, pulling raw logs and turning them into actionable insights.

  1. Fetch chat history

    The AI pulls the most recent conversation threads to see how users are interacting with your bot.

    list_messages

  2. Analyze bot settings

    The AI checks the current configuration to understand the bot's intended behavior and constraints.

    get_chatbot

  3. Detect errors

    By comparing the logs to the bot settings, the AI finds where the bot deviated from its instructions.

    list_messages

  4. Summarize findings

    The AI compiles the errors and engagement gaps into a report for you to review.

    get_chatbot

Try it

Copy these to start.

Use these prompts to kick off your audit.

Starting points

These are opening lines. Swap out the specific bot names or timeframes to match your needs.

Stammer.ai Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_BsbZsjHXqS8Vr6BKOBbHzHsxhDI7cNJHmrTctkZ7/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 — Stammer.ai capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "stammerai-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_BsbZsjHXqS8Vr6BKOBbHzHsxhDI7cNJHmrTctkZ7/mcp"
    }
  }
}
Copy into chat04

  • Pull the last 50 messages from the SupportBot to check for accuracy.

  • Get the performance metrics for the SalesBot from the last 24 hours.

  • Analyze the recent chat logs for the FAQBot and tell me where users are getting frustrated.

  • Check the configuration for the OnboardingBot and compare it to its recent chat history.

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

Start here

Connect Stammer.ai once, then ask.

Just click the link to connect. Your login stays encrypted, and you can start auditing immediately through your preferred AI client.

Connect Stammer.ai to your AI

FAQ

How this task behaves

  • 01

    Can the AI change my chatbot's settings?

    No. The AI can read your chatbot settings to understand how it should behave, but it cannot modify them.

  • 02

    Can the AI delete old chat logs?

    No. The AI only has permission to read and list messages for auditing purposes.

  • 03

    How recent is the data the AI can see?

    The AI can pull any recent messages available through the list_messages tool.

  • 04

    Does the AI respond to users for me?

    No. This task is for auditing and analysis only. The AI does not send messages to your customers.

  • 05

    Can I audit specific users?

    Yes, if you provide the specific context or message IDs in your prompt.

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

Connect Stammer.ai to Claude, Cursor, ChatGPT & more