Predictika · Injection molding machine quotes
An AI sales agent configures an injection molding machine for a customer's part: the machine size, the injection unit, the drive and the options, against the clamping force and shot volume the part needs. Before the quote goes out, the agent sends it to Predictika, which checks it against a declarative model, compares the clamping force the agent states with the one it computes, and returns a verdict, every reason and the figures it computed.
This validator models quotes for KraussMaffei CX injection molding machines built from KraussMaffei product names, not just the scenarios shown below.
Any CX machine quote that touches these products and rules is in scope, not only the scenarios pictured here. Product names and the clamping force of each model (the model number times ten kN) follow KraussMaffei's public CX pages. Which injection units each model takes, the shot volume window, the clamping margin, the option limits and the approval thresholds are modeled from comparable machines and are not KraussMaffei-published rules. Not covered: prices (this validator produces no price build-up or line-item quote), molds, automation beyond the sprue picker, and the PX, MX and GX machine series.
8 scenarios in 3 groups · each group runs from the agent’s first attempt to the outcome · click one to switch
Illustrative agent statement. The validator receives the structured request below.
Proposing agent: AI sales agent (scripted)
Before sending, the agent must call Recorded run
What this means
Our assessment of what a typical rules-based CPQ (product rules, price rules and validation rules, as in Salesforce CPQ) does with the same cases. It is a judgment about effort and reliability, not a claim that nothing can be built.
| What the validator caught | Typical rules-based CPQ | Predictika |
|---|---|---|
| Injection units that fit only certain machine sizes | Only with care A product rule per model and unit works, but eleven models and ten units make a long list that has to be kept in step with every catalog change. | Each model, unit and drive is checked together on every call. |
| Clamping force the part needs against the machine | Only with workarounds The need comes from the projected area and cavity pressure entered on other lines and has to be calculated and compared with the model; it needs a calculation field and a rule that interact. | The needed force is computed from the part and compared with the machine on every call, including a thin margin. |
| Shot volume against the injection unit | Only with workarounds The window depends on the unit chosen on another line, so it needs a lookup and two comparisons. | The shot is checked against both ends of the unit window. |
| Stated clamping force that must match the model | Only with care A stated figure is a free-entry field; a rule can compare it with a computed one, but someone has to write and maintain that comparison. | The stated figure travels with the quote and is compared with the computed one on every call. |
| Options that depend on machine size | Only with care Each option gets its own size rule; it works, but the rules multiply with every option. | Options are checked against the machine size and unit together. |
| Every problem returned in one answer | Only with workarounds Rules tend to fire as the quote is saved or a step is completed, so a rep often fixes one error and meets the next. | All findings come back together, whatever order the choices arrived in. |
Every rule is checked on every call, in any order the choices arrive; one problem never hides another. Blocking findings stop the quote; approval findings need a person to sign off; everything else is computed.
| 1 | A machine of 4,200 kN clamping force needs a site review of floor loading, cranes and utilities. |
| 2 | The BluePower Vario Drive covers clamping forces of 500 to 1,600 kN; this machine has 2,000 kN. |
| 3 | The BluePower Servo Drive is used from 2,000 kN in this model; this machine has 1,600 kN. |
| 4 | An injection unit of 55 cubic centimeters is not offered on a machine with 1,300 kN clamping force in this model. |
| 5 | An injection unit of 1,000 cubic centimeters is not offered on a machine with 1,300 kN clamping force in this model. |
| 6 | A machine of 3,500 kN clamping force needs a site review of floor loading, cranes and utilities. |
| 7 | An injection unit of 55 cubic centimeters is not offered on a machine with 4,200 kN clamping force in this model. |
| 8 | The part needs 1,400 kN of clamping force and the machine provides 1,300 kN. |
| 9 | The part needs 1,300 kN of the 1,300 kN available, a margin under 10 percent; a process engineer should confirm. |
| 10 | The part needs 1,180 kN of the 1,300 kN available, a margin under 10 percent; a process engineer should confirm. |
| 11 | A shot of 305 cubic centimeters is above 80 percent of the 380 cubic centimeter injection unit. |
| 12 | A shot of 75 cubic centimeters is below 20 percent of the 380 cubic centimeter injection unit. |
| 13 | The SPX10 servo sprue picker is modeled for machines up to 2,000 kN; this machine has 2,500 kN. |
| 14 | The optional electric screw drive is modeled for injection units up to SP 1,400; the quote has a 2,000 cubic centimeter unit. |
| 15 | A machine of 3,000 kN clamping force needs a site review of floor loading, cranes and utilities. |
| 16 | An order of 0 machines is outside the 1 to 20 machine range of one quote. |
| 17 | An order of 21 machines is outside the 1 to 20 machine range of one quote. |
| 18 | An order of 21 machines is a project order and needs a sales manager to confirm the delivery schedule. |
| 19 | An order of 6 machines is a project order and needs a sales manager to confirm the delivery schedule. |
| 20 | The quote states a clamping force of 1,200 kN, but the chosen model has 1,300 kN. |
| 21 | The quote states a clamping force of 1,400 kN, but the chosen model has 1,300 kN. |
| 22 | The BluePower Vario Drive covers clamping forces of 500 to 1,600 kN; this machine has 2,500 kN. |
| 23 | An injection unit of 380 cubic centimeters is not offered on a machine with 2,500 kN clamping force in this model. |
| 24 | A shot of 400 cubic centimeters is above 80 percent of the 380 cubic centimeter injection unit. |
The recorded result of the validator for each scenario on this page: the request the AI agent sent, the verdict, and every finding, in the order they appear above.
The agent's request. Please quote 4 KraussMaffei CX 200 machines with the SP 380 injection unit and the BluePower Vario Drive, for a part with a projected area of 450 square centimeters, a cavity pressure of 400 bar and a shot of 250 cubic centimeters. The machine has a clamping force of 2,000 kN. It is ready to send.
Verdict: Blocked.
The agent's request. Please quote 4 KraussMaffei CX 200 machines with the SP 380 injection unit and the BluePower Servo Drive, for a part with a projected area of 450 square centimeters, a cavity pressure of 400 bar and a shot of 250 cubic centimeters. The machine has a clamping force of 2,000 kN. It is ready to send.
Verdict: Blocked.
The agent's request. Please quote 4 KraussMaffei CX 200 machines with the SP 1000 injection unit and the BluePower Servo Drive, for a part with a projected area of 450 square centimeters, a cavity pressure of 400 bar and a shot of 250 cubic centimeters. The machine has a clamping force of 2,000 kN. It is ready to send.
Verdict: Allowed.
The agent's request. Please quote 3 KraussMaffei CX 130 machines with the SP 380 injection unit and the BluePower Vario Drive, for a part with a projected area of 350 square centimeters, a cavity pressure of 400 bar and a shot of 320 cubic centimeters. The machine has a clamping force of 1,300 kN. It is ready to send.
Verdict: Blocked.
The agent's request. Please quote 3 KraussMaffei CX 160 machines with the SP 750 injection unit and the BluePower Vario Drive, for a part with a projected area of 350 square centimeters, a cavity pressure of 400 bar and a shot of 320 cubic centimeters. The machine has a clamping force of 1,600 kN. It is ready to send.
Verdict: Allowed.
The agent's request. Please quote 4 KraussMaffei CX 250 machines with the SP 2000 injection unit and the BluePower Servo Drive, an electric screw drive and an SPX10 servo sprue picker, for a part with a projected area of 500 square centimeters, a cavity pressure of 400 bar and a shot of 1,000 cubic centimeters. The machine has a clamping force of 2,500 kN. It is ready to send.
Verdict: Blocked.
The agent's request. Please quote 4 KraussMaffei CX 250 machines with the SP 2000 injection unit and the BluePower Servo Drive, an electric screw drive, for a part with a projected area of 500 square centimeters, a cavity pressure of 400 bar and a shot of 1,000 cubic centimeters. The machine has a clamping force of 2,500 kN. It is ready to send.
Verdict: Blocked.
The agent's request. Please quote 4 KraussMaffei CX 250 machines with the SP 2000 injection unit and the BluePower Servo Drive, for a part with a projected area of 500 square centimeters, a cavity pressure of 400 bar and a shot of 1,000 cubic centimeters. The machine has a clamping force of 2,500 kN. It is ready to send.
Verdict: Allowed.
The text of the narrated walkthrough, step by step.