QUBITNEXUS

Decision Intelligence for the enterprise — built inside your environment, improving real operating decisions.

September 2026dawid.gurga@qubitnexus.com  ·  617 513 7494
01 / 20
Agenda
QUBITNEXUS
01
The opportunity
Core thesis · Why now · The friction
02
The decision architecture
What we build · Domain model · Any stack · Compounding · Architecture
03
Proof in practice
Client outcomes · Churn monitoring agent
04
The business
Where we fit · Land & expand · Founder & team · Market · Paths forward
02 / 20
QUBITNEXUS
01
Section 01

The opportunity

Why decision intelligence, and why now

→ Core thesis→ Why now→ The friction
03 / 20
QUBITNEXUS

AI is not a product.
It is a capability you build.

QubitNexus builds AI-native Decision Intelligence capabilities inside enterprise environments — secure, governed, measured, and designed to improve real operating decisions.

Decision Intelligence
The unit of value is a working decision capability
In the client environment
Their data, stack, governance and audit trail
Domain model first
Business context becomes a reusable operating model
Production, not prototype
Runs in workflow and improves over time
01The opportunity04 / 20
Why now
QUBITNEXUS

Enterprise AI is stuck between demos and decisions.

AI made building faster.
Production adoption is now the bottleneck.

01
Effort

People create artifacts, not operating capabilities.

02
Platforms

Tools provide the floor, not the finished decision system.

03
Prototypes

Demos impress the room, but fail security, audit or workflow.

01The opportunity05 / 20
What we built
QUBITNEXUS

From business friction to action-ready intelligence.

FROM
  • Disconnected systems
  • Ad hoc processes
  • Manual reporting cycles
  • Stalled AI pilots
QUBITNEXUS
AI Decision Layer
TO
  • Trusted data foundation
  • Automated workflows
  • Embedded AI assistance
  • Measurable business impact
01The opportunity06 / 20
QUBITNEXUS
02
Section 02

The decision architecture

What we build and why it compounds

→ What we build→ Domain model→ Any stack→ Compounding→ Architecture
07 / 20
What we build
QUBITNEXUS

The 3am decision can't wait for a meeting.

A QubitNexus capability runs unattended, works at volume, acts inside systems and leaves an audit trail.

Unattended
Runs on schedule, not when someone remembers
At volume
Hundreds or thousands of consistent decisions
System action
Writes to CRM, queue, workflow or API
Audit trail
Explains why and preserves the record
Inside the client environment
Monitor01
Diagnose02
Recommend03
Respond04
Learn05

A churn spike happens at 3 a.m. The system detects it, diagnoses the likely cause, recommends or triggers the response, and captures the outcome for the next cycle.

02The decision architecture08 / 20
Domain Model · reusable by design
QUBITNEXUS

One system. Multiple domains.

Commercial Lending
CPG & Retail
Customer Intelligence
01Object
Customer
02Objective
Reduce churn
Elevated attrition risk
03Properties
churn_risk78%
tenure4.2 yrs
monthly_value$65
productPremium
recent_calls3
payment_issuetrue
sentimentnegative
04Relationships
cross-system context graph
CRM
Billing
Retail & e-commerce
Product
Digital
Calls & SMS
05AI action
Offer 1 free month
Service outreach
Escalate to specialist
No action
≤$10 auto · >$10 approval
06Outcome
Customer retained
Offer accepted
Cost measured
Revenue protected
feedback → next decision
02The decision architecture09 / 20
Architecture · alternative
QUBITNEXUS
One core model.
Packaged per domain.
Deployed on any stack.
QN CORE
Objects · objectives · actions · learning
Domain packages
Customer
CPG
Lending
Implementation
Cloud provider
Client stack
QN stack
02The decision architecture10 / 20
Compounding
QUBITNEXUS

Every engagement compounds.

Within a client
Run 100 > Run 1

Human effort per run falls — analyst minutes per diagnosis, month 1 → month 24

Knowledge layer + evaluation harness
Across clients
Engagement N < Engagement 1

Reusable share rises — components, connectors, tests, governance

Reusable ontology + reference architecture
02The decision architecture11 / 20
Architecture
QUBITNEXUS

The repeatable architecture underneath each capability.

CLIENT BOUNDARY — your cloud, your governance
L1
Data Foundation
ingest · quality
semantic layer
Ingest
Connect
Lineage
Quality
L2
Intelligence
analytics · ML
agents · simulation
Analytics
Models
Agents
Simulate
L3
Activation
workflow · APIs
alerts · automation
Workflow
APIs
Webhooks
Automate
L4
Oversight
human gates
audit · monitoring
Human gate
Audit
Monitor
Health
02The decision architecture12 / 20
QUBITNEXUS
03
Section 03

Proof in practice

Client outcomes and a live agent example

→ Client outcomes→ Churn monitoring agent
13 / 20
Proof
QUBITNEXUS

Three domains. One repeatable decision architecture.

01
Customer Intelligence
U.S. Smart Home Company

Activation & Retention Intelligence

20%churn reduction

80% lower operational effort

Decision

Who to retain or intervene with

02
CPG & Retail
U.S. Consumer Food Brand

Demand Planning & Inventory

3–4%revenue uplift

~10% lower inventory

Decision

What demand to plan for and where to adjust

03
Commercial Lending
U.S. Regional Commercial Bank

Dual Risk Rating & Risk Analytics

~10%better loss capture

Identify default risk loans

Decision

What rating to assign and whether to escalate

Live demo available upon request
03Proof in practice14 / 20
Example: Churn monitoring agent
QUBITNEXUS
Monitor & detect anomalies01
Diagnose risk drivers02
Learn & measure03
Live demo available upon request
  1. 01
    Monitor

    Detects meaningful changes automatically.

  2. 02
    Diagnose

    Explains what changed — and why.

  3. 03
    Learn

    Captures outcomes and improves the next decision.

03Proof in practice15 / 20
QUBITNEXUS
04
Section 04

The business

Where we fit, how we grow, who builds it

→ Where we fit→ Land & expand→ Founder & team→ Market→ Paths forward
16 / 20
Where we fit
QUBITNEXUS

We fit where AI must decide and act unattended.

QubitNexus is for recurring, unattended, high-volume, consequential decisions that must act inside enterprise systems.

Ad hoc, individual
ChatGPT / Claude
Team shared context
Enterprise copilots
Custom tool
Developer + AI tools
Unattended decision loop
QubitNexus
Target domains
Customer Intelligence
Activate · Personalize · Retain
CPG & Retail
Demand · Promotion · Revenue
Commercial Lending
Risk · Rating · Audit
Operations Intelligence
Workload · Staffing · Service
04The business17 / 20
Go to market
QUBITNEXUS

Land with one decision. Expand through the domain model.

1
Discovery
60 min · one decision
2
Decision Map
48 hrs · hypothesis
3
Blueprint
2–4 weeks · design + ROI
4
Lighthouse
one loop in production
5
Operate & Expand
recurring next decisions
Founder Network

Warm introductions

Former colleagues · clients · executives

Strategic Partners

Expanded market access

Consulting firms · technology partners · marketplaces

Industry Networks

Targeted visibility

Associations · councils · alumni · events

04The business18 / 20
Founder & team
QUBITNEXUS

Expertise you can count on.

Dawid Gurga
Founder & CEO
Dawid Gurga
Background20+ years building enterprise analytics, ML and AI capabilities
Key experienceCustomer Intelligence · Commercial Banking · Predictive Analytics · AI Transformation
Education / credentialsBCG Alumni · MIT AI / Sloan executive education
Selected experienceBanking · Smart Home / Security · CPG · Automotive · Healthcare · Telecom
Dedicated delivery team
PolandAI · ML · Analytics · Ops
IndiaPlatform & Data Engineering
20+ engineers and analysts
Jeff Duvall, Ph.D.
CPG / Retail
Jeff Duvall, Ph.D.Consumer & Commercial Strategy
Domain expertiseCPG · Retail · Consumer insights · Brand & category strategy
ExperienceIRI / P&G · The Coca-Cola Company · 20+ years advising brands and organizations
FocusConsumer behavior · Market research · Positioning · Commercial insight
Dibyendu Biswas
Data Platforms & Governance
Dibyendu BiswasPlatform & Governance Expert
Domain expertiseCloud · AI platforms · Governance · Enterprise architecture
ExperienceEnterprise platforms · Technology ecosystems · Digital transformation
FocusScalable architecture · Platform modernization · Governance · Business enablement
04The business19 / 20

Built for decisions that matter.

QUBITNEXUS

AI-native Decision Intelligence

qubitnexus.comdawid.gurga@qubitnexus.com617 513 7494
Live demos available upon request
04The business20 / 20