AI-Driven Operations

Solving Complexity. Together.

We design and build custom software with your team to solve complex operational challenges—connecting strategy, planning, and execution into better decisions.

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~1 week

Typical PoC kickoff window

2-4 weeks

First operational model in production

Data-first

Start from the data you already have

Human + AI

Agentic delivery with expert oversight

Those who cannot remember the past are condemned to repeat it.

George Santayana

Operational data is your institutional memory. We help you use it.

Capabilities

Operational models built to work. Insights you can act on.

Every engagement starts with your operational challenge. We co-create the model that fits — balancing complexity, cost, and robustness to deliver decisions your team can actually execute.

Demand Modelling

Build demand models at the granularity your operations require — interpretable, deployable, and calibrated to the trade-offs that matter in your context.

Replenishment Optimisation

Know when and where to restock before shortages happen. Reduce emergency dispatches and wasted logistics runs.

Workforce Planning

Translate operational signals into staffing requirements and shift plans that managers can review, adjust, and act on — site by site.

Operational Scheduling

From route planning to maintenance windows — schedule operational activities based on predicted need, not fixed cadences.

Scenario Analysis

Compare what-if scenarios with confidence bands so your teams can plan for a range of outcomes, not just a single number.

Data Integration

We start from the data you already have — Excel exports, ERP extracts, API feeds — and build from there. No big data project required upfront.

How It Works

From business case to usable solution.

1

Connect

We start by understanding your operational challenge, current process, and what success should look like for your teams.

2

Prototype

In a short PoC cycle (often around a week), we build a usable interface that gives your team a concrete view of your data and the solution direction.

3

Deliver

We turn the PoC into production-ready operational software in a focused follow-up sprint, while making sure your teams understand and trust what they are using.

Solutions

Operational software shaped around real business challenges.

Asset Replenishment

Know when to restock

Co-create a replenishment model that fits your logistics reality — reducing emergency dispatches and improving service levels without over-engineering.

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Supply Chain Workforce

Match staff to demand

Translate operational signals into shift-level staffing plans that logistics managers can review, adjust, and deploy — built to the complexity level that actually works.

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Beer Production

Beer Production Plan

The machine plan for when which machine does what — optimising brewery schedules to maximise throughput and minimise downtime.

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Internship Assignment

Match students to internships

Replace spreadsheet coordination with a platform that collects preferences, applies constraints, and generates optimal assignments in minutes.

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Custom Models

Your challenge, built together

Don't see your exact problem here? Every engagement starts from your operational reality. We co-create the model that fits — no off-the-shelf compromise.

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Security & Compliance

Built with GDPR and governance in mind.

Data minimization

Only required fields are used for each planning use case.

Access control

Role-based access and controlled visibility by business function.

Auditability

Decision logic and key changes remain traceable for review.

Human checkpoints

Critical planning and scheduling actions can require explicit approval.

Ready to turn operational complexity into better decisions?

See how RivNox co-creates operational software with your team — built to your constraints, deployed to production, and designed to last.

Book a 30-minute discussion to see if there's a match