Institutional Research Intelligence Master Listing · September 2026

Institution-origin scientific intelligence,
delivered warehouse-native.

Classified, attributed, linked — structured for warehouse-native delivery and AI workflows.

Built for teams that need intelligence they can verify, attribute, and put into production.

A structured intelligence system built over thirty years of institutional science communications. Each record is classified across multiple dimensions, attributed to its originating institution, and linked — where available — to experts, multimedia and release history, for AI grounding, retrieval-augmented generation and analytical workflows. Institution-originated communications, distributed under documented institutional agreements, and records retain originating-institution provenance.

Request diligence access Enterprise inquiry →
1.1M
Record–classification associations
Multi-dimensional classification across the archive
450K+
Expert profiles
Linked to institutions, domains and attributed records · expanded relationship data at enterprise tier
~500
Classification channels
Subject, journal, geographic, funding, event and other structured classifications
350K+
Unique research communications
Deduplicated · institution-originated · thirty years
30 years of continuous classification
3,000+ institutions represented over thirty years
125K+ linked multimedia assets
24mo Live Layer · enterprise tier
01

System architecture signals

Three structural layers that separate the e2verse system from web-scale corpora and from ordinary data products. The classification layer supports rapid identification and assembly of domain-specific subsets against customer-defined requirements.

Intelligence density
  • 1.1M record–classification associations. 350K+ unique records classified across approximately 500 channels — subject, journal, geographic, funding, event and other structured dimensions. Multi-dimensional structure built for grounded RAG and vector retrieval.
  • Expert-attribution network. 450K+ expert profiles linked to institutions, domains and, where attributed, the records they appear in. Expanded relationship data at enterprise tier; attribution flag visible at evaluation.
  • 125K+ linked multimedia assets. Images, video and other media associated with underlying records; availability and applicable licensing rights determined by asset and rights cohort. URLs null at evaluation tier; visible in schema.
Temporal advantage
  • Release-lead analysis. Institutional release timestamps across thirty years provide the temporal basis for measuring lead time against matched external publication or market events, where suitable comparison data exist.
  • Ongoing Live Intelligence Layer feed. The Live Intelligence Layer (most recent 24 months) delivers an ongoing institutional feed at enterprise tier.
  • Frozen content at evaluation. Evaluation records do not refresh — sample integrity is preserved for benchmarking.
Institutional scale
  • Institution-originated sourcing. 3,000+ originating institutions represented across thirty years — spanning universities, research centers, government science and health agencies, and other research organizations — with originating-institution attribution retained on records.
  • Grounded provenance. Thirty years of continuous classification under one schema. A substantial historical cohort predates the generative-AI era, with continuity maintained through the present under documented institutional agreements.
  • Evaluation content fence. All evaluation records are older than 24 months — a rolling filter applied at the schema level. The Live Intelligence Layer is reserved for enterprise.
02

Selected intelligence domains

Representative high-value domains drawn from approximately 500 classification channels. Each is delivered as structured, schema-driven output — classified, attributed and linked — optimized for machine consumption.

Medical & Clinical

Deep clinical and biomedical classification across 50+ specialized channels, with originating-institution attribution and, where available, linked experts and longitudinal release history.

Quantum & Deep Tech

Physics, computing and engineering communications from national laboratories and university departments, classified by sub-domain and attributed to originating institution and, where available, expert.

Climate & Environmental

Atmospheric, environmental and energy research tracked across thirty years of institutional release history, mapped to originating body and, where available, linked experts.

Biotech & Life Sciences

Pre-clinical molecular, genomic and bioengineering communications classified by sub-domain, attributed to originating institution and, where available, linked to experts and multimedia.

Warehouse-native features

Grounded-RAG metadata

Columns specifically structured to ground LLM functions (summarization, extraction, sentiment). The combined INST_PROVENANCE field plus the normalized content field support grounded retrieval and attribution testing.

Governance framework

Pre-classified tagging structured to test column-level masking, row-level security, and policy-based access controls.

Vector-ready schema

CHANNEL_NAME and DOMAIN_PRIMARY fields enable immediate semantic clustering for vector search and embedding pipeline construction.

03

Diligence material — by invitation

Pricing, the full 12-field schema, sample SQL queries, the governance fence, and Live Intelligence Layer detail are shared with institutional parties under a separate, invitation-only diligence portal. Access is granted to evaluate the system architecture.

Diligence portal
Restricted access
Per-party access codes · audited unlocks · 24h sessions
  • Evaluation tier pricing & commercial terms
  • Full 12-field core schema with type and visibility
  • Sample SQL queries for grounded RAG and vector retrieval
  • Governance fence & Live Intelligence Layer scope
  • Data lineage & rights detail (under NDA)
Access by invitation. Each accredited party receives a unique access code from e2verse.ai. Contact contact@e2verse.ai with firm, accountable signatory, and intended evaluation scope to request access.
04

Data provenance

Records retain source and originating-institution provenance. Applicable rights, permitted uses and any cohort-specific limitations are established during diligence and reflected in definitive licensing terms.

Content methodology

Institution-originated research communications, distributed under documented institutional agreements over thirty years. Source-specific provenance, editorially prepared, with originating-institution and researcher attribution retained at the moment of scientific communication.

Rights holder

Archive and associated commercial rights are held under a documented chain of rights. Detailed chain-of-rights documentation is available under NDA.

Commercial licensee

e2verse.ai commercializes the archive under a documented license from the rights holder. Applicable licensing authority and chain-of-rights documentation are available during diligence.

Rights & licensing

Commercial licensing is conducted through e2verse.ai under its documented license from the rights holder. Applicable rights, permitted uses and any cohort-specific limitations are established during diligence and reflected in definitive licensing terms.

Diligence & enterprise engagement

Request diligence access or enterprise terms.

Pricing, full schema, sample SQL, governance fence, and Live Intelligence Layer scope are shared through an invitation-only diligence portal. Enterprise engagements (Live Intelligence Layer, expanded expert-attribution relationship data, multimedia corpus, channel-level exclusivity) are structured directly.

contact@e2verse.ai
Providere2verse.ai
EntityE2verse AI
EngagementBy direct inquiry

A structured intelligence system. Built over thirty years of institutional science.