Predictive AI for Enterprise

Your Data Already Knows More Than You Think

GraphOne transforms relational data into graph-based AI models that predict outcomes, explain their reasoning, and deploy in your own environment.

Trusted by Industry Leaders

The Problem

Most organisations have data, but lack early, actionable insight.

Decisions Made Too Late

Traditional reporting tells you what happened — not what is about to change. Decisions are made after outcomes are already visible.

Analytics Misses the Connections

Most analytics treats data like spreadsheets — isolated metrics that miss the knock-on effects between customers, invoices, suppliers, and staff.

Specialist AI is Expensive

Consulting and bespoke data science solutions are slow, expensive, and difficult to operationalise repeatedly at scale.

The result? Late visibility into risk, churn, and operational breakdowns — leading to preventable revenue loss and reactive decision-making.

Introducing GraphOne

From reactive to predictive. Using the data you already have.

GraphOne transforms relational databases into relationship-aware intelligence that predicts outcomes and explains why.

What Will You Predict?

GraphOne surfaces hidden patterns across industries — here's what organisations are solving today.

Customer Churn

Identify which customers are about to leave — and the relationship signals that explain why. Graph patterns reveal churn risk that flat analytics miss entirely.

Retail · SaaS · Telecoms

Fraud Detection

Discover fraud rings by mapping transaction relationships. Graph Neural Networks detect collusion patterns invisible to rule-based systems.

Finance · Insurance · Payments

Supply Chain Risk

Predict supplier failures before they cascade. Map dependencies across your supply network to identify single points of failure and delivery risks.

Manufacturing · Logistics · Procurement

Employee Attrition

Identify flight-risk employees by modelling organisational graph patterns — team dynamics, reporting chains, and engagement signals that predict departures.

HR · People Operations · Enterprise

How GraphOne Works

Five steps. From database to predictions — no code, no PhD, no AI team required.

1

Connect

Securely attach to your existing databases with read-only connectors. Define joins across multiple tables and data sources visually — your data never leaves your environment.

2

Analyse

GraphOne automatically scans your schema, assesses data quality, and identifies graph potential. It auto-detects the right ML task and recommends features with quality scores.

3

Graph

Relational tables are transformed into a knowledge graph that captures how customers, products, invoices, and events are interconnected — no manual feature engineering.

4

Train

One click launches Graph Neural Network training with automated hyperparameter optimisation and real-time progress tracking. Models learn from relationship structure, not just columns.

5

Predict

Deploy for single, batch, or scheduled inference on live data. Every prediction comes with explainable reasoning — which relationships, patterns, and signals drove the outcome.

From Tables to Predictions

Your reporting tells you what happened. GraphOne tells you what's about to change — by modelling how customers, invoices, suppliers, and events interact and evolve over time.

The result: early signals of churn, risk, and operational breakdown surface before they appear in any dashboard — with the reasoning behind every prediction.

New

Ask Your Data Anything

GraphOne turns your documents and databases into a knowledge graph you can query in plain English — with source attribution for every answer.

Knowledge Chat

Knowledge Graph Meets Conversational AI

Upload documents, connect databases, and GraphOne automatically builds a knowledge graph — extracting entities, relationships, and context.

Then simply ask questions in natural language. Every answer traces back through the graph with full source attribution, so you know exactly where insights come from.

Multi-strategy retrieval: vector similarity, graph traversal, and Cypher queries
Streaming answers with confidence scoring and source citations
Works with both structured databases and unstructured documents

See GraphOne in Action

From automated database analysis to explainable predictions — discover how GraphOne transforms your data into actionable intelligence.

Automated Database Analysis

GraphOne automatically discovers and analyzes your database structure, identifying relationships, patterns, and opportunities without manual configuration. Connect to your existing databases and watch as it maps the hidden connections between your tables.

No manual feature engineering required. The platform understands your schema, detects relationships, and prepares your data for graph-based learning — all automatically, so your team can focus on insights, not infrastructure.

Automated Database Analysis
Relational Graph Visualization

Visualize Your Data Relationships

Watch your relational database transform into an interactive graph network. GraphOne visualizes the connections between entities, making it easy to understand how your data relates and why certain predictions emerge.

Transparency through visualization. See exactly which relationships influence predictions, explore the graph structure of your data, and understand the "why" behind every insight — turning complex AI into something your entire team can trust and act upon.

AI Your Executives Will Actually Use

GraphOne translates ML predictions into business language — risk categories, confidence scores, and actionable recommendations.

What Your Data Team Sees
Model accuracy 92.4%
AUC-ROC 0.967
Feature importance #1 payment_delay_avg
Graph hops 3
Precision / Recall 0.89 / 0.94
What Your Executives See
23 accounts flagged High Risk for churn This week
47 accounts in Watch category Monitor
Revenue at risk: $2.1M Actionable

Top driver: Customers with declining order frequency connected to suppliers with delayed deliveries are 4.2x more likely to churn within 60 days.

Export to Tableau, Power BI, Looker — or access via API for custom workflows.

Core Features

Non-Flat Data Intelligence

Move beyond rows and columns. Uncover hidden relationships in your data to build models that see the full picture.

Power of Graph Neural Networks

Empower your existing data team to build world-class Graph Neural Network models, no niche expertise required.

Explainable AI

Get answers in plain English. GraphOne explains why it makes predictions, turning complex AI decisions into understandable business insights.

Automated Insight Engine

Set it and forget it. Automates the entire AI lifecycle with continuously improving predictions without constant manual oversight.

One-Click Predictive Modeling

Simply point to your data and tell GraphOne what you want to predict. It automatically handles building, training, and tuning the best model.

Open, Interoperable Platform

Platform-agnostic integration with data sources like Snowflake and Databricks, and MLOps tools you already use.

Connect to Your Data, Wherever It Lives

Native connectors for major databases and file formats. Read-only access — your data never leaves your environment.

PostgreSQL
PDFs / Docs
Oracle
Snowflake
CSV / Parquet
Salesforce

Pre-Built for Your Industry

Domain-specific ontology templates accelerate time-to-value — start with proven entity and relationship models for your sector.

Finance

Transaction networks, counterparty relationships, risk exposure mapping, and regulatory compliance patterns.

Transactions Risk Compliance

Healthcare

Patient pathways, treatment relationships, provider networks, and clinical outcome prediction models.

Patients Treatments Outcomes

Human Resources

Organisational graphs, team dynamics, performance networks, and attrition prediction frameworks.

Teams Performance Retention

Build Knowledge Graphs Your Way

Three approaches to defining the entities and relationships that shape your knowledge graph — from expert-curated standards to fully AI-discovered schemas.

Domain-Specific Ontology

Pre-built, expert-curated entity and relationship models from industry standards like FIBO, HL7 FHIR, and Schema.org. Instant structure, zero guesswork.

Example — Finance (FIBO)

HOLDS MANAGES CONTAINS RATED_BY LINKED_TO Customer Account Portfolio Transaction Risk Rating
Schema.org FIBO HL7 FHIR

AI-Discovered Ontology

AI reads your documents and automatically discovers entities, relationships, and properties. Perfect for novel domains or proprietary data with no existing standard.

Example — Legal Contracts

BINDS CONTAINS LIABLE_FOR IMPOSES GOVERNS Contract Party Clause Penalty Obligation Jurisdiction
LLM-Powered Zero Config Any Domain
Recommended

Hybrid Ontology

Start with a proven domain template, then let AI extend it with entities unique to your data. Standardisation where it matters, flexibility where you need it.

Example — E-commerce + AI Extensions

PLACES CONTAINS BROWSES SIGNALS TRACKS PREDICTS SUGGESTS Customer Order Product Churn Risk Cross-Sell Sentiment Template AI-Discovered
Template + AI Auto-Detect Extensible

Why GraphOne

Built differently to solve problems that traditional analytics can't.

Deployed in Your Environment

GraphOne is deployed directly into your own cloud or on-premise environment. We do not ingest, store, or retain your data.

  • No data leaves the organisation
  • Existing security & compliance remain
  • No new regulatory exposure

Works With Your Existing Systems

GraphOne augments your existing data and reporting platforms — it does not replace them. No rip-and-replace required.

  • Works alongside your BI tools
  • Connects to existing data warehouses
  • Insights via dashboards, APIs, workflows

Insights in Days, Not Months

GraphOne can be deployed quickly inside your environment to demonstrate value using real data. Initial signals and insights are surfaced within days.

  • Rapid deployment to production
  • Automated data diagnostics
  • Clear path from pilot to scale

Enterprise-Grade Security

GraphOne deploys inside your infrastructure. Your data never leaves your environment — period.

Self-Hosted

Deployed via Docker in your own cloud or on-premise infrastructure

Zero Data Egress

Read-only connectors. No data is transmitted, stored, or retained externally

Role-Based Access

Granular permissions with organisation and division scoping

Audit-Ready

No new regulatory exposure. Existing security and compliance policies remain intact

For Your Business

Empower Existing Teams

Deploy advanced AI without hiring specialists. Your current data team can build world-class Graph Neural Network models.

Unify Siloed Systems

Transform disconnected data sources into a single, relational understanding of your entire business.

Build Trust & Actionability

Every prediction shows its reasoning. Turn complex AI decisions into understandable business insights.

Start Small, Scale Naturally

Begin with one database and scale to your entire organisation. Real transformation is incremental and pragmatic.

edgelayer believes the future of enterprise intelligence is not about building bigger AI — it's about making every system smarter, more transparent, and easier to trust.

GraphOne is how we get there.