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.

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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.

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01

Sales, pricing

Bid quality, win-rate calibration, margin floors. Fewer ad-hoc discounts, more priced exposure.
02

Procurement

Supplier selection under uncertainty, with total-cost models that include lead-time risk and quality variance.
03

Forecasting

Demand and capacity as full distributions. Plans sized to the spread, with a deliberate worst-case.
04

Supply chain

Routing and prioritization under capacity constraints, planned against real lead-time variance.
05

Customer service

Triage, prioritization, exception handling. Faster routing of the cases that actually need a human.
06

Finance

Forecast review, scenario sizing, capital allocation. Distribution-aware planning with explicit trade-offs.
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“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.”

Einari Stenberg, Co-founder

How we work through a problem

best case most likely worst case
The future is a range of outcomes, not a single forecast. We size plans to the realistic best, worst, and likely case.

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.

act wait
Act now, wait, or commit in stages? We map where each path leads, so options are compared instead of guessed.

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.

stop here value of knowing cost of finding out
More research is not always worth it. We check what an answer would be worth before paying for it.

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.

demand price lead time labor cost capacity impact on the decision →
A few factors drive most of the outcome. We find them, and put the effort there.

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.

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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
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Quality first

Empathy

Efficiency

Continuous improvement