Luminarity Costing Intelligence Knows The True Cost

A surface gets finished - and the cost drops? That's not an outlier. In classical top-down costing models, it's often the norm. The Luminarity Costing Intelligence puts an end to that: the system knows physical reality and calculates accordingly. Because physical plausibility is the foundation of commercial credibility. And credibility builds trust.

Two Methods. Both Incomplete

The classical, manual Bottom-up approach adds up material, labor, and machine time physically correct, but too slow and too dependent on specialist expertise. At hundrets of quote requests per month, it simply doesn't scale.

Classical top-down costing learns from historical data - but is blind to physics. Without physics, it produces cost estimates where additional machining operations reduce the price. No procurement team trusts a model that delivers numbers like that.

Luminarity Costing Intelligence calculates the costs of thousands of items fully automatically - with high precision.

Physics As The Foundation. Data As The Teacher

Luminarity Costing Intelligence is built on a new AI-framework: fixed physical rules, unknown parameters. The parameters are learned automatically from millions of historical data points. The result: speed without sacrificing correctness. The physics embedded in the model is what matters. It guarantees that surface treatments increase costs, that economies of scale are modeled realistically, and that the system never produces physically impossible outputs. These guarantees don't come from the data - they are anchored in the model architecture itself.

What This Delivers

• Fully automated cost estimation - thousands of calculations in parallel, less cost engineers required

• Physically plausible results that engineers trust and procurement understands

• Million-dollar savings through end-to-end automated costing and high-precision predictions

Luminarity Costing Intelligence scales from hundreds to millions of parts. Architecture and algorithms are designed for volume from the ground up. Our customers don't accept black boxes. Transparent, physics-based model structures create the trust that makes AI adoption succeed in industrial environments. Greater model detail means greater physical precision. That is why Luminarity developed the UPR - Unified Part Representation®: a proprietary technology that creates the ideal feature representation for every part, delivering the input quality that drives exceptional prediction accuracy.

Ready for the Revolution in Should Costing?

If you believe artificial intelligence is only for tech giants and science fiction films, then let this example prove otherwise. Sometimes the future is closer and more profitable than you dare to dream. Start now and contcat us: This email address is being protected from spambots. You need JavaScript enabled to view it.

About Luminarity

Luminarity is developing the world's first Product Data Intelligence. We are located in switzerland. Contact us: +41 55 536 02 12 or e-mail: This email address is being protected from spambots. You need JavaScript enabled to view it.