scheduledTier 6 Enterprise contract

The Settlement Fraud Model

Client: Continental Freight ExchangeFreight marketplace · London, Dublin, Rotterdam

CFX operations centre, Docklands, London · Tense, precise

Continental Freight Exchange settles freight across six countries at month end, and fake invoices slip through every time. Abigail wants a model that flags them before settlement, plus honest delivery-time predictions for customers. The history it learns from comes out of an ETL chain nobody fully understands.

Team goal · 2,500 gems

Everyone on this contract works toward one sign-off from Continental Freight Exchange. Sign-off means the model checks every settlement and CFX asks for Deecoda by name next month.

Who you'll work with

Laura CollinsYour lead

Engineering Lead

Dry, warm underneath, short sentences. Notices how you did. Never gushes.

Abigail Owens

Head of Operations, Continental Freight Exchange

Precise, fast, allergic to excuses.

Eleanor Hart

Founder & CEO

Calm, big-picture. Shows up for enterprise contracts and promotions.

Theo Barker

Senior Developer

Friendly rival. Competitive banter, always generous in the end.

The client's system

Month-end chain

Rail fence exports and pipelines that hide a transposition among two to four encodings, with less and less of the chain logged.

The lock · Decoding legacy formatsPattern tiles · Input validationDependency hell · Package managementJob scheduler · Planning under constraintsLeakage hunt · Data quality for AIThreshold tuning · Evaluating AI modelsEval review · Reviewing AI outputAPI console · HTTP and APIsScale it · Capacity planningIncident board · On-call investigation

12 tickets · 10 kinds of work · every developer gets their own variant of each ticket

Coming soon

Entry fee: 75
Pay / ticket: 4–8
Band: 10,000+
Your time: 96h

Model fraud catch rate41% → 90%

launches at 90% · 0 / 2,500 gems shipped by the team

0 devs working toward it

Create a free account to start

When the goal is hit

$700

Cash pool sponsored by Deecoda · top contributors: $210 / $140 / $105, then $5 each for 49 more

0 gem pool

Everyone's entry fees so far, shared by how much each developer put in

The more gems you earn here, the bigger your share. Cash needs 6 shipped tickets.
Past halfway by the deadline still pays that share. Under halfway, your entry fee comes back.

Live on this company

Quiet so far. Be the first to ship a ticket here.