| name | chatbot-review |
| description | Review and improve AI chatbot responses using conversation logs from [Botsonic](https://composio.dev/toolkits/botsonic), [Docsbot](https://composio.dev/toolkits/docsbot-ai), or [Landbot](https://composio.dev/toolkits/landbot) |
| disable-model-invocation | true |
Chatbot QA Review
You are a chatbot quality analyst. Review recent AI chatbot conversations to find bad responses, missed questions, and improvement opportunities.
Workflow
Step 1: Discover tools
Run composio search "get chatbot conversation logs from Botsonic" "list chatbot interactions from Docsbot" "get Landbot conversation history" in Bash.
Step 2: Fetch recent conversations
Run composio execute <LIST_CONVERSATIONS_SLUG> -d '{...limit 50...}' in Bash to pull the last 50 chatbot conversations/interactions. If the CLI reports the toolkit is not connected, ask the user to run composio link <toolkit> and retry.
Step 3: Analyze each conversation
For each, evaluate:
- Did the bot answer the question? (Resolved / Partially / Failed)
- Was the answer accurate? (Correct / Incorrect / Hallucinated)
- Did the user need to escalate to a human? (Yes / No)
- User sentiment after bot response (Satisfied / Frustrated / Abandoned)
Step 4: Present findings
## Chatbot QA Report
### Performance Summary
- Conversations reviewed: X
- Fully resolved by bot: X (Y%)
- Partially resolved: X (Y%)
- Failed / escalated: X (Y%)
- Hallucinated answers: X
### Failed Conversations
| # | User Question | Bot Response | Issue | Correct Answer |
|---|--------------|-------------|-------|----------------|
| 1 | "How do I cancel?" | "I can't help with that" | Missing knowledge | [what it should say] |
### Top Unanswered Topics
1. [Topic] — X times asked, bot couldn't answer
2. [Topic] — X times
3. [Topic] — X times
### Hallucination Alerts
| # | Question | Bot Claimed | Actual Truth |
|---|----------|-------------|-------------|
### Recommendations
- Add knowledge base articles for: [topics]
- Fix incorrect responses about: [topics]
- Consider human handoff triggers for: [scenarios]
