The agent technology inside the modules
Not a chatbot. ConstraintFlow's agents are grounded in your live operational data and constraints — they evaluate, predict, explain, and learn across the operation, with your team in control. They are not a separate product line: they are how every Operational Intelligence Module does its work.
ConstraintFlow runs live across an 11-plant packaging network — recommending cost-optimal site and machine assignments on real orders since June 2026, validated by the customer's own master schedulers.
How we measure results →Operational Intelligence Modules
Nine Operational Intelligence Modules on one platform — Production Scheduling runs in production today, and every module plugs into the same operational model, the same learning loop, and the same governance. Production Scheduling runs in production today; each module applies the same intelligence to another decision.
Production Scheduling
Decides which plant and which machine should run each order — on total landed cost — then sequences it against real constraints.
Inventory Intelligence
Positions and replenishes inventory from real demand and supply signals instead of static rules of thumb.
Contract Intelligence
Turns contract clauses into operational obligations the schedule must honor — and flags the financial risk when they're threatened.
Workforce Intelligence
Aligns labor, skills, and shift decisions with what the schedule actually requires.
Customer Service Intelligence
Answers commitment questions — can we fulfill this order, what protects delivery — from the live operational model.
Demand Planning Intelligence
Reconciles customer demand with real capacity and supply so committed plans are executable plans.
Guided Setup Intelligence
Captures expert setup knowledge and guides operators through the right configuration for every run.
Purchasing Intelligence
Prioritizes buying decisions by operational impact, lead time, and material availability.
Financial Intelligence
Connects operational decisions to margin, cost, and working-capital impact leadership can act on.
Grounded in operations, not generic AI
Inside each module, agents work the same loop: evaluate the live operation, predict what is at risk, explain the recommendation and its trade-offs, and learn from what your planners decide and what the floor actually executes.
Evaluate
Continuously assess the operation against real constraints — machines, tooling, materials, labor, freight, and commitments.
Predict
Surface risks, shortages, and bottlenecks before they reach the customer.
Explain
Every recommendation comes with the trade-offs and constraints behind it — no black boxes.
Learn
Record the recommendation, the planner's response, and the measured outcome — every decision makes the next one better.
Put operational intelligence to work
Tell us about your operation and we'll show how ConstraintFlow's modules would work on your decisions.