DAFFA ZAHY KHAIRY
Procurement analytics / prototype

Kinetix

Supplier scores you can take apart, and stock alerts that move with each supplier’s delays.

06 / 08Procurement & PPICSynthetic data
Role
Solo — domain research, data model, backend, UI, testing
Stack
Python standard library, vanilla JavaScript, Apache ECharts
Timeline
November 2026
Status
Prototype · 5 backend tests + 14 model checks
Kinetix landing page: the headline “Pengadaan tenang. Keputusan tajam.” beside a glass sculpture of stacked layers
Landing page — “Pengadaan tenang. Keputusan tajam.” means “Calm procurement. Sharp decisions.”06 / 08
120synthetic purchase orders, 9 suppliers
40 / 35 / 25delivery / quality / cost score weights
5 + 14backend tests + model checks

Supplier risk shows up only when the warehouse runs low.

In many factories, supplier performance and stock live in separate files.

The goal: one PO file in, and within minutes you know which supplier to review, which material runs out, and what a partial switch would change.

Who reads the file
From the product spec

Supplier performance and stock sit in different places, so risk becomes visible only after stock runs low.

A supplier that is often late looks like a problem only once stock is thin, and moving orders to another supplier is decided without numbers. Three people read the same file for different reasons:

UserMain question
Procurement analystWhich supplier should be reviewed first, and why?
PPIC plannerWhich material runs out before the next delivery arrives?
Procurement managerIf part of an order moves to another supplier, what changes?

Question, sketch, then build.

Before any chart I write down who reads it and what they must decide.

The three steps

For Kinetix, that was a procurement analyst with one purchase-order file.

The question

Which supplier needs attention first, and why?

StepWhat happened
01 · QuestionOne reader, one file, one decision to support: which supplier to review first.
02 · SketchThree decisions on paper first. Clear: one score — delivery 40%, quality 35%, cost 25% — with every part on screen. Bold: a reorder line that moves with each supplier’s delays. Useful: a split test that only compares suppliers in the same category.
03 · BuildThe notes became Kinetix: a procurement workspace where every supplier score traces back to its purchase orders.

A working prototype on synthetic data; no claimed business results.

Six modules, one purchase-order file.

Overview, allocation simulator, PPIC inventory, anomaly log, letter copilot and decision tools. The CSV import reads Indonesian or English column names.

Less clever, more checkable.

Checkable numbers over a clever model.

  1. 01

    A score you can take apart

    Delivery 40%, quality 35%, cost 25%, every sub-score visible. Delivery weighs most: late material stops a line fastest.

  2. 02

    Safety stock that follows the supplier

    The reorder buffer grows with each supplier’s average delay and defect rate, not fixed days.

  3. 03

    A simulator that refuses bad pairs

    Splits only within one material category; an invalid pair hides the result instead of a misleading saving.

  4. 04

    “AI” that works without AI

    Letters come from a rule-based template; a language model is optional, on the user’s own key. No figure is invented.

What 120 synthetic purchase orders show.

FindingValue
Total spend analysedRp15.95 billion
Paid above market benchmarkRp937.9 million
Overall on-time delivery35%
POs flagged as anomalies35 of 120
Suppliers rated Critical4 of 9
Suppliers below reorder point4 of 9

Synthetic data. It shows how the tool works, not business impact.

The guide’s calculators match the server.

The main flow was also hand-checked on desktop and a 390 px phone.

  • Not yet: tested with procurement users, a live Gemini call, Safari or Firefox, or a full WCAG audit.
  • Stock is per supplier, not per SKU; MOQ, freight and supplier capacity are not simulated.
What the tests cover

5 backend regression tests and 14 model checks cover invalid imports, invalid split pairs, letter tone, and the penalty and line-stop calculators. The formula calculators in the user guide match the server for all nine suppliers.

Every figure comes from a synthetic factory: 120 purchase orders, 9 suppliers, 6 material categories.