Built for document-heavy enterprise environments

Turn documents into navigable graph intelligence

Verbis Graph helps teams move beyond flat search by surfacing entities, relationships, and evidence paths across complex document collections.

Verbis Graph is built for connected document exploration, source-grounded retrieval, and graph-based knowledge navigation.

What Verbis Graph enables

Instead of treating documents as isolated files, Verbis Graph helps teams understand how information connects across entities, events, topics, and sources.

Graph Exploration

Navigate documents as connected intelligence rather than flat lists of files and excerpts.

Evidence Paths

Trace how answers connect back to original sources and supporting document context.

Entity Relationships

Reveal relationships between people, organizations, events, concepts, and documents.

Enterprise Ready

Designed for serious evaluation, cloud procurement, and document-heavy enterprise use cases.

From raw documents to connected intelligence

Verbis Graph restructures large document collections into an explorable graph of entities, relationships, and source-linked context.

Raw documents in

Ingest complex document sets instead of relying on isolated file-by-file analysis.

Relationships revealed

Surface the structure behind people, topics, concepts, events, and evidence across sources.

Knowledge becomes navigable

Move through information as a graph-native environment instead of a flat retrieval layer.

Explore the relationships behind every answer

Verbis Graph is designed for teams that need more than generated summaries. It helps users inspect linked entities, follow evidence paths, and understand the connected context behind conclusions.

  • Follow evidence paths instead of accepting opaque outputs
  • Inspect connected context across entities, events, and sources
  • Explore knowledge as a graph, not as isolated search results
  • Support analysis workflows where structure matters as much as the answer

Where Verbis Graph fits

Knowledge Operations
Document Intelligence
Research Workflows
Policy Analysis
Compliance Review
Enterprise Search Modernization

Designed for document-heavy enterprise environments

Verbis Graph is positioned as serious product infrastructure for teams working across dense, high-value document ecosystems. It supports evaluation and procurement paths aligned with enterprise buying, cloud deployment, and technical due diligence.

Whether the goal is operational clarity, knowledge retrieval, policy analysis, or connected document reasoning, the product is built to support structured exploration rather than lightweight consumer chat patterns.

  • Built for technical evaluators, solution architects, and enterprise teams.
  • Suitable for document-heavy operations, analysis workflows, and knowledge systems.
  • Supports procurement-aware buying through established cloud marketplaces.

Knowledge-intensive operations

Bring structure to large document environments where relationships, traceability, and context matter.

Technical evaluation

Present a product that feels ready for architecture review, security review, and buyer qualification.

Procurement-aware positioning

Guide buyers toward marketplace-based procurement instead of generic self-serve SaaS flows.

Structured exploration

Support deeper analysis with graph-native navigation, grounded sources, and relationship visibility.

Benchmark released

HPC Evaluation Results for Verbis Graph

We are excited to share the results from our HPC evaluation of Verbis Graph on CINECA infrastructure.

We first established a baseline GraphRAG retrieval model on the NFCorpus medical benchmark dataset. After analyzing the initial results, we optimized the retrieval pipeline and introduced a lexical retrieval layer. The comparison below highlights the resulting improvements in retrieval quality, demonstrating significant gains before integrating our upcoming ontology-enhanced reasoning layer.

Metric
First CINECA Test
(Previous Result)
Latest NFCorpus
(New Result)
Improvement
Hit Rate
Of queries with at least one relevant result
89.16%
92.26%
↑ +3.10 pp
Mean Recall
Average proportion of relevant documents successfully retrieved
44.56%
46.57%
↑ +2.01 pp
MRR
Mean Reciprocal Rank – how early the first correct result appears
0.303
0.578
↑ +90.8%
Verbis Graph shows consistent improvement across all key retrieval metrics, with MRR nearly doubling — meaning relevant information is now ranked much higher.

For retrieval systems, the challenge is not only finding similar text. The difficult part is finding relevant information, ranking results correctly, traversing graph relationships, handling ambiguity, and supporting more complex retrieval patterns across connected knowledge.

Following the successful optimization of our retrieval pipeline, we validated Verbis Graph on the SciFact scientific benchmark, demonstrating that the improvements generalize beyond a single dataset.

SciFact Scientific Benchmark
Hit Rate 98.0%
Mean Recall 98.0%
MRR 0.601
Hit@1 51.0%
Hit@10 77.7%
Trending on LinkedIn

Shared and liked by CINECA community

View Post

Start with a 1-month PoC/Pilot on cloud marketplace

Verbis Graph supports a practical 1-month PoC/Pilot through cloud marketplace channels, making it easier for enterprise teams to evaluate the platform in a familiar procurement and deployment environment.

Low-friction evaluation

Test Verbis Graph with your own documents and use cases without committing to a long or complex buying process upfront.

Marketplace convenience

Use AWS, Microsoft or Google Cloud marketplace paths to simplify procurement, align with internal cloud processes, and evaluate in an enterprise-ready setup.

Clear decision path

Validate relevance, usability, and business value in a real-world environment before deciding on broader adoption.

To discuss your PoC/Pilot plan, deployment path, or evaluation goals:

Contact Us

View Marketplace Options

Verbis Graph is presented with procurement in mind. Buyers can evaluate the product through familiar cloud marketplace channels and follow purchasing paths that fit enterprise review, vendor management, and deployment expectations.

The website acts as the branded product front door, while AWS Marketplace, Microsoft Marketplace, and Google Cloud Marketplace support trusted commercial and evaluation routes.

Available in AWS Marketplace Approved

AWS Marketplace

Evaluate Verbis Graph through AWS Marketplace with a procurement path aligned to enterprise cloud buying and technical review.

Available in AWS Marketplace
Microsoft Marketplace Approved

Microsoft Marketplace

Explore Verbis Graph through Microsoft Azure Marketplace or AppSource for enterprise-oriented evaluation and cloud deployment planning.

Google Cloud Approved
Get Verbis Graph on Google Cloud Marketplace

Google Cloud Marketplace

Verbis Graph is available now on Google Cloud Marketplace, expanding our enterprise procurement and deployment options for organizations operating on Google Cloud infrastructure.

View on Google Cloud Marketplace →

Explore Verbis Graph through AWS, Microsoft or Google Cloud Marketplace and evaluate it in a serious enterprise buying context.

NVIDIA Inception Program

Part of the NVIDIA Inception Program

Prodigy AI Solutions is a member of NVIDIA Inception, supporting our roadmap for scalable, high-performance AI infrastructure for enterprise knowledge retrieval, GraphRAG, and AI agent systems.

Partnership & Co-Development Opportunities

Build the Next Generation of Enterprise Retrieval

Verbis Graph is designed to support complex enterprise retrieval and knowledge management challenges.

If your organization requires capabilities beyond our standard offering, we welcome discussions around:

  • 🛠️
    Custom solution development
  • 📊
    Industry ontology partnerships
  • 🔬
    Research collaborations
  • 🏢
    Enterprise pilot programs
  • ☁️
    Marketplace and cloud partnerships
  • 🔗
    Strategic integrations
  • 💡
    Joint innovation initiatives

Let's explore what's possible together.

Our team works closely with selected partners to develop solutions tailored to real-world business, technical, and regulatory requirements.

Contact Us
Verbis Graph Logo

Enterprise Knowledge Retrieval System. Accelerate your AI adoption with our unified graph platform.

NVIDIA Inception Program

View Marketplace Options

Choose your cloud platform and deploy Verbis Graph instantly with integrated billing and enterprise support.

Legal

Follow Us

Stay up to date with the latest features and releases.

© 2026 Prodigy AI Solutions. All rights reserved.