Use case · manufacturing

every job, every machine.
the best sequence the solver finds.

Setup times, shift patterns, due dates and dependencies in one model. kint finds the schedule with the least idle time and shows which machine sets the pace.

line 2 · this weekone machine sets the pace
The situation

one sequence change moves the whole week.

The week's jobs are on the board. One machine needs a long changeover between product families. Another is down for maintenance on Tuesday afternoon. A priority order that arrived this morning must ship by Friday. Moving one job shifts everything after it. By evening there is a schedule. Whether a better one exists under the same rules, nobody can tell.

changeovers eat capacity

Setup time between product families can rival production time. The order of jobs matters more than speed.

rush orders break the plan

A priority order cascades through the schedule. Re-planning by hand costs hours.

idle time goes unmeasured

Idle machines cost throughput. Without a bound on the best schedule, nobody knows how much.

shifts add layers

Crew qualifications, maintenance windows and overtime rules each add a dimension to the puzzle.

The decisions

what teams bring to kint.

Each decision comes back as a plan, the rule that binds it, and the gap to the best possible plan. A person releases it before it is used.

01 · production schedulingIn which order do the jobs run on each machine, respecting setups, maintenance and due dates?
Returns

A schedule per machine and shift, the bottleneck named, and bound and gap.

Planners see where capacity is tight, where there is room, and why.

problem type · production scheduling

02 · machine allocationWhich product batches go to which line, so changeovers stay rare?
Returns

An assignment of batches to lines, grouped by setup family.

The solver weighs the full matrix of changeover times between product families, not only neighbouring pairs.

problem type · resource allocation

03 · shift planningWhich crew, with which qualifications, staffs which line in each shift?
Returns

A shift plan within working-time rules and works agreements.

Labour law and works agreements are hard constraints. Staff preferences enter as goals.

problem type · workforce scheduling

What changes

today, and with kint.

The people stay the same. They work with a plan that states its own quality and its own reasons.

DimensionTodayWith kint
Schedule creationHours of manual planningSolved by the engine, reviewed by planners
Quality of the planUnknownBound and gap, stored with every run
ChangeoversGrouped by experienceMinimized across the full setup matrix
Rush ordersRe-plan by handRe-solve the remaining schedule
Planner overridesThe plan is redone on the floorBuilt for fewer corrections: the real rules are in the model
How it runs

four steps to the first plan.

Exports from your MES, ERP or APS are enough to start. kint's decision agent drafts the model from the planners' description. In the pilot, kint's forward deployed engineers (FDEs), who work directly with the customer's team, review it with the experts.

01

describe machines and jobs

Capabilities, setup times, shift patterns and maintenance windows, from MES or ERP exports.

02

set priorities and rules

Due dates, dependencies and overtime limits, stated by the planners and reviewed as written rules.

03

solve the sequence

kint minimizes idle time or makespan under every rule and returns the schedule per machine.

04

adjust and release

Move a job, change a due date, re-solve. A planner releases the schedule before it reaches the floor.

Questions

what teams ask first.

Does kint integrate with our MES?
Data comes in as read-only exports. Approved plans go back only through an API you control; your MES decides whether to apply them. Most plants start with exports and automate later.
Can it handle our specific machine rules?
Setup matrices, sequence-dependent changeovers, parallel machines, batch processing. If the planners can describe the rule, the agent models it, and they review it before it runs.
What about changes on the shop floor?
When a machine stops or an order changes, kint re-solves the remaining schedule and shows what moved.
How does the schedule reach the floor?
Through the API into the MES, or as an export for screens and print. The format follows your operation.

schedule the next week against real capacity.

A conversation with kint's FDEs. Bring the decision and its rules, and get a first model planners can read.

Industry
manufacturing
Works with
MES · ERP · APS
Flagship
takt
Contact
hello@kint.pro