AI-Native DSS · Graph-Based Reasoning · Deterministic AI

Return on
Intelligence

We build decision support systems that model how risk cascades through complex, interconnected systems. Cybersecurity. Regulatory compliance. And every graph-shaped problem that follows.

2
Live DSS Platforms
507M+
Intelligence Records
145
Regulatory Frameworks
0.837
AUC Accuracy
The Core Insight
"Every regulation, every network, every supply chain is a graph. Risk doesn't sit in one node. It flows through chains. Detecting risky chains before they break is the real Return on Intelligence."

We built an engine that reads flat documents, unstructured data, and complex rule systems and turns them into scored, navigable intelligence networks with Bayesian reasoning on every edge.

Live Platforms

Two Engines. One Architecture.

The same graph-based reasoning engine, applied to two of the most complex risk domains. Each built in weeks from a shared architecture, not months from scratch.

Live

AuditROI

Enterprise Security Intelligence

Scans your external attack surface, maps vulnerabilities into multi-step attack chains, and predicts which threats will be exploited next. Zero infrastructure access required.

266
Scanners
184
ML Models (AuditROI)
422K+
Attack Chains
507M+
Threat Records
Visit auditroi.com
Live

AuditDSS

Regulatory Compliance Intelligence

Upload a compliance document. Get it mapped against every regulatory obligation, scored across five risk dimensions with cascade probability analysis. Minutes, not months.

145
Frameworks
115K+
Obligations
61K+
Bayesian CPTs
1,414
Enforcement Actions
Visit auditdss.com
Proprietary Technology

Built on AI, Not Bolted On

No language model makes decisions. The graph reasons. The scores compute. LLMs only handle document ingestion and communication. That means no hallucinations, no black boxes, and full auditability.

Graph Engine

Directed Acyclic Graphs with Bayesian reasoning layers on every edge. Risk cascades computed deterministically.

DAGs Bayesian 32.6M Edges

Production ML Models

Gradient Boosted Trees for classification and scoring. Deterministic, auditable, under 50ms per prediction. No LLMs at the decision layer.

GBT 0.96 F1 <50ms

Deterministic & Auditable

Every score traces back to its source. No hallucinations. No black boxes. The graph reasons, the AI communicates.

Traceable Auditable Zero Hallucination
0.837

AUC Accuracy

Exploit prediction (industry: 0.500)

422K+

Attack Chains

Across 32.6M graph edges

115K+

Obligations Scored

Across 145 regulatory frameworks

61K+

Bayesian CPTs

Cascade probability tables

Enterprise Infrastructure

Built for Production. Secured by Design.

Our platforms run on enterprise-grade infrastructure with security, reliability, and compliance built into every layer — not bolted on after the fact.

Security Posture

  • AES-256 encryption at rest and TLS 1.3 in transit
  • Role-based access control with JWT authentication
  • Zero client data shared across tenants
  • No client data used for model training

Infrastructure

  • AWS, Google Cloud, and Cloudflare edge network
  • PostgreSQL (RDS) with automated backups
  • Serverless compute with auto-scaling
  • Staging + production environment separation

Reliability & Compliance

  • Deterministic outputs — every score is reproducible
  • Full audit trail on every decision path
  • Sub-50ms prediction latency
  • Mapped to NIST CSF, ISO 27001, SOC 2 controls
AWS
Google Cloud
Cloudflare
PostgreSQL
NIST CSF
ISO 27001
SOC 2
Platform Expansion

One Architecture. Expanding Domains.

The same graph-based reasoning engine adapts to any domain where risk cascades through interconnected systems. AuditDSS was built from AuditROI's architecture in weeks — each new vertical follows the same pattern.

Production

AuditROI

Cybersecurity threat intelligence and attack chain analysis

Production

AuditDSS

Regulatory compliance intelligence with cascade risk scoring

In Development

InvestDSS

Regulatory due diligence and portfolio risk monitoring for investors

In Development

TenderDSS

Tender decomposition and proposal scoring for procurement

The architecture extends to any graph-shaped risk domain: infrastructure cascade risk for utilities and power grids, supply chain dependency analysis, and procurement intelligence. Each platform serves a distinct enterprise market.

Enterprise Consulting

Custom AI & Geospatial Solutions

Beyond our platforms, we offer PhD-led consulting for government, agriculture, utilities, and enterprise. Custom AI agents, Google Earth Engine, remote sensing, and decision support systems.

Explore Consulting
PhD-Led

Remote Sensing & Spatial Science

20+ Years

Data Analytics & ML

Gov & Enterprise

Critical Infrastructure

AU & US

Global Delivery

FAQ

Common Questions

What does QuestFeed build?

QuestFeed builds AI-powered decision support systems that turn complex, interconnected data — regulations, threat intelligence, technical specifications — into scored, navigable intelligence networks. Our platforms use graph-based reasoning with Bayesian probability layers to model how risk cascades through real systems.

How is QuestFeed's AI different from LLM wrappers?

Our AI is built on production machine learning models, Bayesian networks, and graph algorithms — not language models. LLMs handle document ingestion and communication only. The graphs reason, the models score. That means no hallucinations at the decision layer, deterministic outputs, and a fraction of the running cost of LLM-dependent systems.

What products are live today?

Two platforms are live and self-serve: AuditROI (auditroi.com) for cybersecurity threat intelligence and attack chain analysis, and AuditDSS (auditdss.com) for regulatory compliance intelligence with cascade risk scoring across 145+ frameworks.

What is cascade risk analysis?

Cascade risk models how a single failure propagates through an interconnected system. In cybersecurity, vulnerabilities chain into multi-step attacks. In regulation, a single compliance failure triggers enforcement across dozens of dependent rules. Our engine models these cascades using Directed Acyclic Graphs with Bayesian reasoning on every edge.

Where is QuestFeed based?

QuestFeed Pty Ltd is headquartered in Queensland, Australia. We serve clients globally, with particular focus on Australia, the United States, the United Kingdom, and Canada.

Get In Touch

Interested in our platforms, enterprise licensing, custom integrations, or partnership opportunities? We'd like to hear from you.

Contact Information

Live Demos

Location

Queensland, Australia

Company Details

Company

QuestFeed Pty Ltd

ABN

58 632 013 855

Founder & CEO

Dr. Ali Ershadi