Get started with research access.

Private academic discovery for organizations and individual researchers: title, author, journal, publisher, institute, year, citation and BrightEdge Access filters in one clean workspace.

1SearchSingle-string query + advanced filters
2TraceNested cited-publication pages
3SaveMy Library, exports and analytics

BrightEdgeBrightEdge

Subscriber institute workspace · Powered by aiotor.com

Aiotor Drive · BrightEdge Connector

Your research desk after login.

Aiotor Drive keeps institute research documents, saved BrightEdge papers, citation exports and the Research Writing early-access preview in one workspace. Start from your Research Documents folder, search the live gateway, and then move selected papers into the writing preview.

Research DocumentsSaved searchesCitation exportsInstitution folders

Research Documents

Sample documents and future user uploads appear here. Use these files as inputs for the Research Writing preview.

MD
Robotics in Healthcare, Manufacturing and EducationSample literature-review brief · saved in Aiotor Drive / Research Documents.
PDF
Selected BrightEdge papersSaved papers from Search become a future evidence pack for writing.
CSV
Citation exportsExported search and citation windows remain available for admin/reporting workflows.

Workflow

Discovery and writing stay separate but connected.

1. SearchFind accessible papers.
2. SaveAdd to My Library.
3. DraftOpen Writing preview.
4. AuditCheck citations.

Early-access status

Aiotor Research Writing is currently a preview registration area.

AI
Aiotor LLM CopilotRequest early access for literature review drafting and citation audit.
§
Evidence mapPlanned: claim-level source mapping and reference cleanup.
Subscribed institute
BrightEdge Demo InstituteLogin, register, My Library and campus-IP access are tenant-aware.
11 advanced discovery filters availableHidden after login to keep the workspace clean. Open only when you need to review the portal feature map.
1. Document TypeArticle, e-book, conference, thesis, pre-print, chapter, dataset
2. JournalsJournal/source finder and source ID filter
3. PublishersPublisher and publisher-lineage filters
4. YearAll years, min/max, date range
5. SubjectEngineering, management, medical, topic/field
6. CitationCitation min/max and cited-by pages
7. InstitutesOrganization and affiliation filters
8. AuthorsAuthor finder, author name and ID
9. SubscriptionsTenant access and institute workspace
10. BE AccessOpen access, repository, PDF, full text
11. TypeFull text, abstract, or both
Aiotor Gateway · aiotor.com

Hi, what research do you want to discover?

Search across publications, authors, journals, institutes, topics, citations, references and default full-text/PDF availability from one premium BrightEdge workspace.

—Total
—PDF
—Full text
0Saved
Single-string query: robotics access:accessible · title:"graph neural networks" author:"Smith" journal:"Nature" year:2020..2026 cites:25.. access:fulltext type:article
Apply filters once; pagination keeps the same filters on every page.
📄
PDF
—
PDF documents loaded: publisher + archive
🌐
BE
—
BrightEdge Access / repository available
🧠
Abstract
—
records with readable abstract
📈
Cites
—
total citations in loaded results

Prioritized document results

Priority formula: PDF + full text + BrightEdge Access + DOI + abstract + citations + Aiotor Gateway relevance.

Searching BrightEdge…
Total: — Loaded: 0 Page 1 / — Cursor ready: — 1 keyword Ready
Search can match millions of works. BrightEdge shows the total match count, but loads one page at a time.
Enter a query to begin. Results load one page at a time. Use Load next page for the next set of content.

Priority Queue

Best documents to ingest first into your BrightEdge library or AI summarizer.

1
0
P1 PDF ingest: publisher/archive
2
0
P2 BrightEdge Access full-text pages
3
0
P3 metadata records
PriorityTitleYearTypeCitesBest LinkAction
Search first to populate queue.

Saved Collection

Selected documents for later PDF download, full-text extraction or AI summary.

Saved documents

0 saved
No saved documents yet.

Export JSON

Saved searches & personal folders

0 saved searches

Save any query + advanced filters, then rerun it later from My Library. Documents remain saved separately above.

No saved searches yet.

Citation Base

Formatted citations, BibTeX/RIS exports and cited-by document base for the selected result.

§
—
citation records
📈
—
total cited-by count
DOI
—
records with DOI
PDF
—
records with PDF

Citation base by publication year

Source / venue distribution

Document type distribution

Top cited records

Citation records

Loaded results
Search first to create citations.

Export block

Deep citation intelligence map

Select a result and click Deep map to load incoming citations, outgoing references and related works with metadata enrichment.

Incoming = works citing selected paperOutgoing = references cited by selected paperMetadata enriched

Incoming —

No map loaded.

Outgoing —

No map loaded.

Related —

No map loaded.

Citation relation base for selected result

Select a result and load Incoming, Outgoing or Related citation records through Aiotor Gateway.

Title / MetadataYearSourceCitesAccessActions
No citation relation base loaded yet.

Search Analytics

Quick quality check of the loaded result set.

🏆
—
highest BrightEdge score
📚
—
document types on page
🗓
—
latest publication year
🔗
—
records with DOI
BucketMeaningCountRecommended 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.

👥
—
unique users
⌕
—
search events
PDF
—
PDF/download clicks
↗
—
link clicks

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.

UserEventsSearchPDFClicksSavesLast seen
No usage loaded.

Recent activity detail

Document, user, event, priority, URL and hashed device context.

TimeUserEventDocument / Detail
No events yet.
PreviewRegister for early access

Aiotor Research Writing Platform

A preview of Aiotor Research Guide Studio: connect Aiotor Drive research folders, select BrightEdge papers, organize evidence, draft literature-review sections, audit citations and prepare clean references. Live generation and uploads open only after early-access approval.

Aiotor Drive foldersEvidence-backed draftsPDF / DOCX / TXT-ready workflowCitation audit preview
Aiotor LLM Copilot

“Create a literature-review outline from my Research Documents folder and flag weak citations before export.”

Preview mode · activation required

Editable paper canvas

Preview of the white writing workspace with sections, version checkpoints and citation audit.

Early access

Preview document · generation opens after early-access approval

Robotics in Healthcare, Manufacturing and Education

Literature Review Brief

Objective. This sample document demonstrates how Aiotor Research Writing can convert an Aiotor Drive research folder into a structured academic draft with evidence notes, research-gap prompts and version checkpoints.

Research context

Robotics research spans precision healthcare, automated production, assistive education and decision-support systems. The writing workflow will help compare benefits, risks, methodology patterns and future work across selected papers.

Evidence-backed writing plan

  • Create a source matrix from saved BrightEdge papers.
  • Draft literature review by theme, domain and method.
  • Flag unsupported claims before export.
  • Clean APA, BibTeX and RIS references.
Evidence preview: [S1 · healthcare robotics] [S2 · manufacturing automation] [S3 · education robotics]
v1 outlinev2 evidence mapv3 citation auditv4 supervisor review
Drive
Folder
Aiotor Drive research-document workspace
AI
Draft
Aiotor LLM section drafting preview
§
Audit
Claim, citation and reference quality checks
↺
Track
Version checkpoints and supervisor review flow

Finder Studio & BrightEdge Knowledge Explorer

Journal Finder and Author Finder are here. The explorer exposes works, institutes, topics, domains, fields, subfields, keywords, publishers, funders, awards, countries, languages, work types, source types, institution types, SDGs and licenses through Aiotor Gateway.

Journal Finder

Sources
Journal Finder now supports source type, OA, DOAJ, country, continent, ISSN, topic, publisher/host, h-index/i10, works and citation filters. Apply writes the stable Journal ID into Advanced Filters.
Search a journal/source and apply the ID filter.

Author Finder

Authors
Search an author and apply the author ID filter.

Institution Finder

Institutions
Search an institution and apply the institute ID filter.

BrightEdge Knowledge Explorer

All supported entities
Select an entity and search. Use Apply to put the correct ID into the advanced search filters.

Source discovery filters

Journal/source layer

Sources can be narrowed by source type, OA status, DOAJ, ISSN, country, publisher/host organization, topic, h-index/i10 and work/citation counts. Use Journal Finder above for practical filtering.

Journal source typeDefault filter for Journal Finder: type:journal
enabled
Open Access / DOAJEnable from Journal Finder to find open journals or DOAJ-listed journals.
optional
Scopus / WoSRequires your verified registry upload in Admin Dashboard; not inferred from open metadata.
registry

Search coverage

Discovery API layer
WorksAuthorsSourcesInstitutionsTopicsDomainsFieldsSubfieldsKeywordsPublishersFundersAwardsCountriesLanguagesWork typesSource typesInstitution typesSDGsLicenses

The public catalogue source is hidden from the customer-facing portal. BrightEdge routes discovery through Aiotor Gateway for tenant policy, analytics, caching, rate-limit control and campus access.

Source & Integration Strategy

Build the core on Aiotor Gateway, then add your own legal PDF store and publisher connectors.

Aiotor Gateway · aiotor.com
AI

Aiotor Gateway

Private aiotor.com gateway discovery for metadata, authors, citations, open links, PDF links, topics and institutions. Browser users only see Aiotor results.

Phase 1
PDF

PDF ingest store

Download only allowed BrightEdge Access PDFs, store checksums, page text and source evidence. Rank these as P1 content.

Phase 1
TXT

Full-text extraction

Use PDF text, repository landing pages, GROBID/TEI or n-grams where available. Rank as P2 when direct PDF is absent.

Phase 2
AI

Summary & RAG

Generate structured summaries: problem, method, findings, limitations, datasets, hardware/software, citations.

Phase 2
API

Publisher connectors

Add DOI metadata, DOAJ, arXiv, PubMed, CORE, institutional repositories and licensed publisher APIs after core is stable.

Phase 3
BE

BrightEdge product layer

Login, organization collections, citation base, BibTeX/RIS export, anti-plagiarism, AI research assistant and usage analytics.

Product

Profile & Remote Access

Your institute, personal account, campus access mode and password tools.

Signed-in user

—
Open this page after login or campus-IP access to see profile details.

Password reset

Institute users

Campus-IP sessions are shared access and do not have personal password reset. Login with an institute account to change password.

Academic Organization Admin Dashboard

Bulk user creation, tenant-level reports, statistics, visualizations and PDF/Excel exports for the subscribed institute.

—Total users
—Students / individuals
—Admins / librarians
PDF / ExcelReport exports ready

Bulk upload institute users

Auto password

CSV columns can be simple email,name,role or the full student register headers: ENROLMENT NUMBER, NAME, MOBILE NO., EMAILID, GENDER, PROGRAM LEVEL, DEGREE, PROGRAMME/BRANCH, ACADEMIC YEAR. Generated passwords are shown once for secure hand-off.

ID pattern password format: BE@ + last 6 alphanumeric characters of enrolment number + last 4 mobile digits. Users are flagged to change the password after first login.

Reports & export

PDF / Excel

Admin/librarian sees institute-wide analytics. Students and individual users see their own usage only.

Charts are available in Usage Dashboard: usage over time, categories, top users, engagement, keyword demand and document activity.
UserNameRoleLast login
Refresh admin to load tenant users.

Tenant setup & campus IP allowlist

Multi-tenant

Superadmin can create more tenants. Tenant admins see only their own institute. Campus IP/CIDR entries allow automatic no-login access when the request comes through the whitelisted network.

Scopus / Web of Science registry

Optional

Upload verified source-level status for your institute. Search filter → Scopus / Web of Science audit can then show or filter results by this registry.

Settings

Tenant, admin and local defaults. Production settings are persisted through Aiotor Gateway.

Academic organization admin

Bulk-upload users with auto-created passwords. Full student-profile CSV headers are supported in Admin Dashboard. Admin/librarian users can export analytics by tenant.

Recommended Aiotor Gateway endpoints

Next build
GET /api/searchAiotor Gateway search + cache
POST /api/ingest/pdfDownload legal BrightEdge Access PDF
POST /api/extractText + page map
POST /api/summarizeAI research summary
GET /api/collectionsUser saved docs
POST /api/trackUser clicks/downloads
GET /api/analytics/summaryPlotly dashboard data
GET /api/aiotor-gateway/citationsCited-by base route
For production, all discovery calls go through Aiotor Gateway to cache, rate-limit, keep catalogue details server-side, and avoid exposing tenant logic in the browser.