All resourcesForward Deployed Engineering

Why we are not a vendor like the others

Published on 22 July 2026 · 2 min read

crumble-ai is not a software vendor. It is a Forward Deployed Engineering (FDE) company.

The difference? A classic vendor ships a standard product and leaves you to adapt. We do the opposite: we place an engineer who knows food & beverage as close as possible to your ground, to turn a real problem — an urgent reformulation, a supplier disruption, a non-compliant label — into an operational solution, within days, on our platform: an AI-native PLM.

Classic vendor versus Forward Deployed Engineering

The vendor model rests on a generic product: code once, sell to all, and let each customer absorb the gap between the tool and their reality. It is on you to bend to the software — through months of configuration, training and workarounds.

FDE reverses the burden. The engineer starts from your problem, not from a feature catalogue. They adapt to your recipes, your suppliers, your regulatory constraints — and evolve the platform to fit you, not the other way around.

How the best AI teams work

Forward Deployed Engineering is now the reference method of the best AI teams in the world: put an engineer able to understand the business AND to build in direct contact with the user, to deliver value in days rather than quarters.

Applied to food & beverage, that means an expert who speaks formulation, regulation and product data — and who builds the solution in front of you, on your real data.

8 fundamentals, 8 weeks

Over the next eight weeks, we will share the eight fundamentals of FDE — and how we apply them concretely with our food & beverage customers: start from the business problem, work directly with users, actually build, prioritise time-to-value, turn the specific into the generic, master the data, measure the value delivered, and feed the field back into the product.

Fundamental #1: start from the business problem, not the feature.

Is your portfolio ready?

See how crumble-ai continuously audits your recipes and blocks non-conformities at the source.

Book a demo