The shape of a good decision.
We are a Nordic boutique consultancy building AI systems and decision models for operational work: pricing, sourcing, forecasting, planning. Built on the way your team already works, and measured in hours saved and bids won.
Where we can help
The routine loops where most operating cost lives.
We employ a multiphase approach on your hardest problems to deliver the highest possible return per invested capital. Whether it is a single liftoff project or a full-scale pipeline automation, we always strive for excellence.
Sales, pricing
Bid quality, win-rate calibration, margin floors. Fewer ad-hoc discounts, more priced exposure.
Procurement
Supplier selection under uncertainty, with total-cost models that include lead-time risk and quality variance.
Forecasting
Demand and capacity as full distributions. Plans sized to the spread, with a deliberate worst-case.
Supply chain
Routing and prioritization under capacity constraints, planned against real lead-time variance.
Customer service
Triage, prioritization, exception handling. Faster routing of the cases that actually need a human.
Finance
Forecast review, scenario sizing, capital allocation. Distribution-aware planning with explicit trade-offs.
“AI works best as a boost to a well-run operation, not as a shortcut past unclear data or missing structure. We start from the way your team already works, and we measure success the way you would: fewer surprises, hours won back, and bids priced with confidence.”
How we work through a problem
Plan for a range, not a number
A single-number forecast hides the risk that matters. We model outcomes as full distributions, so plans are sized to the P10 and P90 rather than the average, and the worst case becomes a design input instead of a surprise.
See every option before choosing
Most operational choices hide options: wait for better information, hedge, commit in stages. Drawing the tree, with probabilities and payoffs attached, turns a debate of opinions into a comparison of branches.
Know what's worth finding out
Every signal has a price: a report, a pilot, a month of waiting. We estimate what a piece of information could change before buying it, so analysis stops when it stops paying for itself.
Focus where it matters
Sensitivity analysis ranks the inputs that actually move the decision. The wide bars earn real modeling attention; the narrow ones get a documented assumption and no more.
Notes from our engagements
All casesPublic tenders · Aug 2026
Automating public RFP responses, one step at a time
A 12-hour tender response, broken into seven steps. We recommended automating only half of them.
Tool selection · May 2026
Choosing AI tools by value per unit of effort
Ten capabilities, two scores each. The best tool was different for nearly every row.
Programme sizing · Jan 2026
Sizing the prize before the build began
An AI programme sized before kickoff: visible assumptions, honest ranges, and a number the board could challenge.
Who you'll be working with
Our backgrounds are in decision analysis, operations research, and AI, and in running the kinds of operating teams we now build for.
Our work focuses on integrating AI into the processes where it materially shifts outcomes. We also help clients apply modern mathematical modelling to sharpen strategy and operations.
- Base
- Helsinki, FI
- Founded
- 2025
- Fields
- Mathematics, AI
