# \[GSoC 2026\] Proposal Review: AI Chatbot to Guide User Workflow (with working PoC)

**URL:** <https://community.jenkins.io/t/gsoc-2026-proposal-review-ai-chatbot-to-guide-user-workflow-with-working-poc/36686>\
**Category:** GSoC\
**Tags:** gsoc\
**Created:** [March 28, 2026, 11:40am UTC](https://community.jenkins.io/t/gsoc-2026-proposal-review-ai-chatbot-to-guide-user-workflow-with-working-poc/36686 "2026-03-28T11:40:46Z")\
**Posts on this page:** 1\
**Page:** 1

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**Author:** ![AmoghParmar](https://dub1.discourse-cdn.com/flex013/user_avatar/community.jenkins.io/amoghparmar/32/20544_2.png) [@AmoghParmar](https://community.jenkins.io/u/AmoghParmar)\
**Post date:** [March 28, 2026, 11:40am UTC](https://community.jenkins.io/t/gsoc-2026-proposal-review-ai-chatbot-to-guide-user-workflow-with-working-poc/36686/1 "2026-03-28T11:40:46Z")

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Hi Jenkins GSoC community, @krisstern and @shivaylamba,

I’m applying for the “AI Chatbot to Guide User Workflow” project this year. Before the March 31 deadline, I wanted to share a working proof-of-concept I built to validate the core RAG architecture: it retrieves Jenkins documentation with \>80% accuracy on a manual 15-question test suite, using ChromaDB + sentence-transformers locally.

PoC repo: [https://github.com/AmoghParmar/jenkins-ai-chatbot-poc](https://github.com/AmoghParmar/jenkins-ai-chatbot-poc)

I’ve also prepared a full proposal draft, if any mentor has a few minutes to review it privately before the March 31 deadline, I’d greatly appreciate the feedback.

Thanks for maintaining such a welcoming community.

~ Amogh Parmar