Search documents. See results immediately.
PDF-first ranking, multi-keyword search, total counts, progressive scroll loading and saved collections.
Filters, sort and loading
Prioritized document results
Priority formula: PDF + full text + BrightEdge Access + DOI + abstract + citations + gateway relevance.
Priority Queue
Best documents to ingest first into your BrightEdge library or AI summarizer.
| Priority | Title | Year | Type | Cites | Best Link | Action |
|---|---|---|---|---|---|---|
| Search first to populate queue. | ||||||
Saved Collection
Selected documents for later PDF download, full-text extraction or AI summary.
Saved documents
0 savedExport JSON
Citation Base
Formatted citations, BibTeX/RIS exports and cited-by document base for the selected result.
Citation base by publication year
Source / venue distribution
Document type distribution
Top cited records
Citation records
Loaded resultsExport block
Cited-by base for selected result
Select a result and click “Load cited-by base” to fetch citing documents through your Go gateway.
| Title | Year | Source | Cites | Access | Citation |
|---|---|---|---|---|---|
| No cited-by base loaded yet. | |||||
Search Analytics
Quick quality check of the loaded result set.
| Bucket | Meaning | Count | Recommended action |
|---|---|---|---|
| Search first to compute analytics. | |||
User Tracking & Usage Dashboard
Track user searches, PDF/download clicks, full-text clicks, saves, exports and document-level activity.
Usage over time
Event categories
Top users
Priority / interaction radar
Top documents by engagement
Keyword demand
Per-user details
User-wise searches, clicks, downloads, saves and exports.
| User | Events | Search | Clicks | Saves | Last seen | |
|---|---|---|---|---|---|---|
| No usage loaded. | ||||||
Recent activity detail
Document, user, event, priority, URL and hashed device context.
| Time | User | Event | Document / Detail |
|---|---|---|---|
| No events yet. | |||
Source & Integration Strategy
Build the core now with your private research gateway, then add your own legal PDF store and publisher connectors.
Aiotor Research Gateway
Private backend discovery for metadata, authors, citations, open links, PDF links, topics and institutions. Browser users only see Aiotor results.
Phase 1PDF ingest store
Download only allowed BrightEdge Access PDFs, store checksums, page text and source evidence. Rank these as P1 content.
Phase 1Full-text extraction
Use PDF text, repository landing pages, GROBID/TEI or n-grams where available. Rank as P2 when direct PDF is absent.
Phase 2Summary & RAG
Generate structured summaries: problem, method, findings, limitations, datasets, hardware/software, citations.
Phase 2Publisher connectors
Add Crossref, DOAJ, arXiv, PubMed, CORE, institutional repositories and licensed publisher APIs after core is stable.
Phase 3BrightEdge product layer
Login, organization collections, citation base, BibTeX/RIS export, anti-plagiarism, AI research assistant and usage analytics.
ProductSettings
Frontend-only demo settings. Later these become tenant settings in Go/Rust backend.