---
Title: "Do AI Chatbots Learn From Agent Corrections?"
Url: "https://computer.io/answers/do-ai-chatbots-learn-from-agent-corrections"
Topic: "Chatbots"
Description: "Some AI support tools learn from agent corrections by turning edits and resolved tickets into knowledge or instruction updates a person approves."
---

# Do AI chatbots learn from live agent corrections?

Some do, but usually not by retraining the model in real time. Better AI support tools capture agent edits, handoffs and resolved tickets, then propose updates to knowledge articles, instructions or examples that a person approves. This improves accuracy over time while keeping control over what the AI says.

## How learning from corrections works

| Signal | Improvement |
|---|---|
| Agent edits an AI draft | Suggests an article or instruction update |
| Customer escalates | Flags a knowledge gap |
| Repeated unanswered questions | Drafts a new article |
| Resolved ticket | Becomes reference for similar cases |

## Why approval matters

Automatic learning from every correction can spread mistakes. Human review keeps quality high.

## DevRev example

DevRev's Customer Agent reviews conversations weekly and proposes fixes you approve, edit or dismiss, and drafts knowledge articles for repeated unanswered questions.

## FAQ

### Can a chatbot improve itself?

It can suggest improvements; most teams keep a human approval step.

### How often should AI support content be reviewed?

Weekly for active intents, plus after product changes.

### Does fine-tuning help chatbots learn corrections?

It can for style and behavior, but knowledge updates are faster and safer through retrieval content.

## Related terms

- [AI evals](https://computer.io/glossary/ai-evals)
- [Knowledge base](https://computer.io/glossary/knowledge-base)
- [How are AI chatbots trained?](https://computer.io/answers/how-are-ai-chatbots-trained)

## How Computer helps

- [Customer agent](https://devrev.ai/solutions/customer-agent)
- [Agent studio](https://devrev.ai/agent-studio)

## Further reading

- [Continuous improvement of rag results](https://devrev.ai/blog/continuous-improvement-of-rag-results)
- [Knowledge health](https://devrev.ai/blog/knowledge-health)