Institutional Research Intelligence

Institution-origin scientific intelligence, delivered warehouse-native.

Structured, transformed, and production-ready for AI systems.

An institutional data licensing company specializing in provenance-verified research intelligence. We structure, curate, and license institutional press release archives for AI grounding, RAG pipelines, and scientific literature analysis. Our data assets are sourced exclusively from credentialed academic and research institutions through long-term content agreements.

Request diligence access Enterprise inquiry →
~870K
Record–channel associations
Cross-domain semantic tagging at the record level
350K+
Unique records
Deduplicated across 150+ subject channels
125K+
Multimedia assets
Rights-cleared images and video · chain-of-title
130K+
Credentialed experts
Researcher Attribution Graph · enterprise tier
Thousands of contributing institutions
150+ subject channels
Multi-decade chain-of-title
24mo Live Layer · enterprise tier

System architecture signals

Three structural advantages that distinguish the e2verse system from web-scale corpora and from ordinary data products.

Institutional scale
  • Direct institutional sourcing. Thousands of contributing institutions across universities, federally funded research centers, and government agencies — all under direct contributor agreements.
  • Grounded provenance. Multi-decade continuous operation. All content predates the web-scale AI data scraping era, with unbroken contractual chain-of-title.
  • Evaluation content fence. All evaluation records are older than 24 months. The Live Intelligence Layer is reserved for enterprise.
Intelligence density
  • ~870K record–channel associations. Across 350K+ deduplicated records and 150+ subject channels — structured for grounded RAG and vector retrieval.
  • Researcher attribution graph. 200K+ credentialed experts linked to institutions and domains. Graph traversal reserved for enterprise.
  • 125K+ multimedia assets. Rights-cleared images and video, each with chain-of-title and record linkage.
Temporal advantage
  • Release-lead delta tracking. Metadata measuring lead time between contributor release and equivalent public literature appearance — a proprietary R&D signal.
  • Continuous Live Intelligence Layer. Most recent 24 months delivered as an ongoing contributor feed at enterprise tier.
  • Frozen evaluation content. Evaluation records do not refresh — sample integrity preserved for benchmarking.

Core intelligence pillars

Four primary domains plus 50+ clinical sub-channels. Distribution at evaluation is platform-representative — approximately 250 records per pillar.

Medical & Clinical

Federally funded biomedical research with direct peer-review attribution. Oncology, cardiovascular, infectious disease, neurology, and 50+ additional clinical domains.

Quantum & Deep Tech

Frontier intelligence from federally funded national laboratories and global physics and engineering departments.

Climate & Environmental

Multi-decade provenance from federal atmospheric, environmental, and energy research bodies and their global counterparts.

Biotech & Life Sciences

Pre-clinical molecular, genomic, and bioengineering research from leading CROs and university life science departments.

Warehouse-native features

Grounded-RAG metadata

Columns structured to ground LLM functions. The combined INST_PROVENANCE field plus normalized content supports 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 enable immediate semantic clustering for vector search and embedding pipeline construction.

Diligence material — by invitation

Pricing, the full 12-field schema, sample SQL queries, the governance fence, and Live Intelligence Layer detail are shared through an invitation-only diligence portal.

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.

Data provenance

Chain-of-title verifiable to the original submitting organization for every record.

Content methodology

Institution-origin research communications contributed directly by credentialed organizations under formal distribution agreements over multiple decades. Single-source provenance, editorially prepared, with researcher attribution at the moment of scientific communication.

Rights holder

The intellectual property is held by a private trust that acquired the underlying institutional science communications archive through a formal IP assignment predating the AI training data market. Trust details are disclosed under NDA during evaluation engagement.

Commercial agent

e2verse.ai operates as the commercial agent for the rights-holding trust under a documented commercial agency agreement, authorized to license and monetize data products derived from the archive.

Legal rights attestation

e2verse.ai warrants the necessary legal and contractual rights to share, license, and monetize the data products under its commercial agency agreement with the rights-holding trust.

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 are structured directly.

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

A structured intelligence system. Built on decades of institutional research.