Qwen2.5 3BHR policy intelligence

Nexora AI

Enterprise AI assistant built for HR policy intelligence. Give employees instant, grounded answers without turning HR teams into a ticket queue.

HR Policy Console

Live employee support

EmployeeCan I carry forward unused leave into next quarter?
NexoraYes. Up to 6 earned leaves can be carried forward, subject to manager approval and HR policy section 3.2.
Ask anything about company policies...

Capabilities

Built for HR teams that need answers, not another queue.

Nexora AI pairs a polished employee experience with an architecture prepared for real enterprise workflows.

Fast responses

Answers routine HR policy questions immediately, while preserving enough context for follow-up questions.

Context aware

Designed around employee intent, policy language, and conversation history for more useful answers.

Secure by default

The interface is ready for private deployments, access control, and audit-friendly enterprise flows.

Fine tuned

Optimized around Nexora HR policies using a Qwen2.5 3B fine-tuning workflow.

Natural conversations

A chat surface that feels familiar to modern AI users without sacrificing business clarity.

Enterprise ready

Structured for future RAG, files, history, multiple models, and employee authentication.

Workflow

Build locally. Answer online.

Two simple paths explain how Nexora is trained, tested, and deployed.

Experiment

Local model testing

Compare fine-tuned models on your machine before choosing the best approach.

01

Training data

Domain examples

02

Fine-tune

Hugging Face + Unsloth

03

Test models

Domain · SFT · DPO

04

Evaluate

Groq LLM

Production

Online RAG inference

Retrieve relevant company knowledge so deployed answers stay grounded.

01

Documents

Domain knowledge

02

Prepare data

Parser + chunking + embeddings

03

Store & search

Vector database

04

Answer query

LLM + retrieved context

Demo

The interface employees already understand.

Online mode uses RAG retrieval + the fine-tuned DPO model. Local mode compares SFT and DPO side by side. Groq evaluates both answers in a floating panel.

nexora.ai/chat

Nexora AI

Online product — RAG + DPO model

Local Online
What is the work-from-home policy?
DPO modelEmployees may work remotely up to two days per week with manager approval. Attendance at mandatory collaboration sessions is required per policy section 4.1.
Can I carry forward unused leave?
DPO modelYes. Up to 6 earned leave days may be carried forward into the next quarter, subject to manager approval. See policy section 3.2.
Evaluate2

FAQ

Built with the next product milestones in mind.

The first version looks complete, but the system has room for the features teams usually ask for next.

Is Nexora AI only for HR policies?+

The current product is optimized for HR policy intelligence, but the component architecture leaves room for onboarding, IT support, and internal knowledge workflows.

Does the chat support future RAG workflows?+

Yes. The frontend separates chat state, settings, history, and message rendering so retrieval-backed responses can be added without redesigning the UI.

Can this connect to the Gradio backend?+

The chat page is structured around a single send action and can be wired to the existing Nexora model endpoint when the API contract is ready.

Why Qwen2.5 3B?+

It is compact enough for practical deployment while still offering strong instruction-following behavior after fine-tuning.