Demand Modelling
Build demand models at the granularity your operations require: interpretable, deployable, and calibrated to the trade-offs that matter in your context.
We design and build custom software with your team to solve complex operational challenges, connecting strategy, planning, and execution into better decisions.
~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
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.
Build demand models at the granularity your operations require: interpretable, deployable, and calibrated to the trade-offs that matter in your context.
Know when and where to restock before shortages happen. Reduce emergency dispatches and wasted logistics runs.
Translate operational signals into staffing requirements and shift plans that managers can review, adjust, and act on, site by site.
From route planning to maintenance windows: schedule operational activities based on predicted need, not fixed cadences.
Compare what-if scenarios with confidence bands so your teams can plan for a range of outcomes, not just a single number.
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
We start by understanding your operational challenge, current process, and what success should look like for your teams.
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.
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
Asset Replenishment
Co-create a replenishment model that fits your logistics reality, reducing emergency dispatches and improving service levels without over-engineering.
Explore SolutionSupply Chain Workforce
Translate operational signals into shift-level staffing plans that logistics managers can review, adjust, and deploy, built to the complexity level that actually works.
Explore SolutionBeer Production
The machine plan for when which machine does what, optimising brewery schedules to maximise throughput and minimise downtime.
Explore SolutionInternship Assignment
Replace spreadsheet coordination with a platform that collects preferences, applies constraints, and generates optimal assignments in minutes.
Explore SolutionCustom Models
Don't see your exact problem here? Every engagement starts from your operational reality. We co-create the model that fits, with no off-the-shelf compromise.
Get in TouchSecurity & Compliance
Only required fields are used for each planning use case.
Role-based access and controlled visibility by business function.
Decision logic and key changes remain traceable for review.
Critical planning and scheduling actions can require explicit approval.
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