AR AI Research Agent

AI research system by Purohit Maitrayee

Turning live search into grounded research intelligence.

AI Research Agent is a full-stack research workflow that combines live web discovery, document extraction, vector embeddings, semantic retrieval, and citation-grounded synthesis in a single polished experience.

Designed and built by Purohit Maitrayee

Live Search Tavily-powered discovery
RAG Pipeline Embeddings + retrieval
Cited Output Report-ready findings

Research Snapshot

  • EngineAI Research Agent
  • PipelineSearch to synthesis
  • RetrievalSemantic evidence ranking
  • OutputCitation-grounded report

What it demonstrates

Practical AI engineering shaped into a premium product experience.

Live web discovery

Finds fresh sources on demand instead of relying only on static training data.

Document ingestion

Fetches and extracts readable article text from webpages before indexing.

Semantic retrieval

Uses embeddings and a vector store to rank the most relevant evidence chunks.

Citation-grounded output

Produces a structured report that keeps sources visible and easy to verify.

Architecture

From question to report in five steps.

1

Search

Collect relevant links using a focused web search tool.

2

Fetch

Download pages and isolate readable article content.

3

Embed

Chunk source text and convert it into semantic vectors.

4

Retrieve

Match the query against the vector store to surface evidence.

5

Synthesize

Present the strongest findings in a concise cited report.

Interactive demo

Explore the research flow through an elegant interactive preview.

Enter a query and follow the motion of the pipeline from discovery to synthesis. The interface is designed to communicate clarity, structure, and technical depth at a glance.

Pipeline status

Generated research brief

Project creator

Crafted and presented as an original AI systems project.

Designed and developed by Purohit Maitrayee with a focus on research systems, retrieval quality, structured outputs, and thoughtful interface design.

Made by

Purohit Maitrayee

I build AI systems focused on research workflows, strong retrieval, and clean, well-designed products.

RoleDeveloper and Designer

ProjectAI Research Agent

Contact8488817303

Contact

Connect with the creator behind AI Research Agent.

For collaborations, opportunities, or project conversations, reach out directly. This website presents the system, the workflow, and the design thinking behind the project.

Made by: Purohit Maitrayee

Phone: 8488817303

Project: AI Research Agent

Stack: Python, Streamlit, ChromaDB, Sentence Transformers

Frontend: Static HTML, CSS, JavaScript