Predictika · Sheet-metal machinery
An AI sales agent prepares a quote for sheet-metal fabrication machines: a 2D fiber laser or a punch-laser Combi machine, its laser power, loading and storage automation, and software options. Before the quote goes out, the agent sends it to Predictika, which checks it against a declarative model of Prima Power's public product pages and returns a verdict, every reason and the total it computed.
This validator models a quote for a sheet-metal machine cell built from the Prima Power products below, based on Prima Power's public machine and automation pages. It handles any quote for these products, not just the scenarios shown. Where a rule is Prima Power's published one it says so; limits that are only typical are labelled that way.
Any quote for these products that touches these rules is in scope — not only the scenarios pictured here. Not covered: press brakes, other panel benders, punching and punch-shear machines, 3D lasers, Laserdyne machines, installation beyond a flat training and start-up allowance, freight and sizes beyond the product pages. The customers are fictional.
7 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 |
|---|---|---|
| Laser powers and sizes that differ by machine | Only with care The Laser Genius+ offers six laser powers, the Platino Linear three, the Combi Genius three and the Combi Sharp two, and each has its own working area. Each fact is a separate dependency to keep in step with the catalog. | Machine, power and sheet size are checked together on every call. |
| Maximum thickness that depends on machine, laser power and material | Only with workarounds A thickness limit that varies by power and by steel, stainless or aluminum is a table lookup across three fields, with a different fixed limit on the Combi machines. Most quote setups do not carry that matrix. | Thickness is checked against the limit for the chosen machine, power and material. |
| Automation that exists only for some machine families | Only with care Compact Server and PSR 2D are for the 2D lasers, LSR and LD for the Combi Genius, UDC and sorting units for the Combi machines. Each pairing is its own rule. | Every automation choice is compared with the selected machine. |
| Limits that cross fields, such as a 3 mm loader and the sheet being cut | Only with workarounds The Compact Server lifts single sheets up to 3 mm, and the Express Bender bends different maximum thicknesses by material. The limit sits on a different product than the field it constrains. | Loader, bender, thickness and material are checked together. |
| Guidance that needs a person, such as unattended running with a Compact Server | Only with workarounds The guidance is that the Compact Server suits only short unattended periods, not a hard rule. Quote tools tend to either ignore it or block the quote outright. | The quote is not blocked; it goes to a person with the reason listed. |
| A stated total that has to agree with the machines | Only with workarounds Prices come from many places and the total typed on the quote can drift from them without anyone noticing. | The total is computed from the choices and compared with the total the quote states. |
| 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 person 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 laser power of 10 kW is not offered for the selected machine; the Laser Genius+ comes in 4, 6, 8, 10, 12 and 15 kW, the Platino Linear in 4, 6 and 8 kW, the Combi Genius in 3, 4 and 6 kW and the Combi Sharp in 3 and 4 kW. |
| 2 | The Pure and Dynamic performance levels exist only on the Combi Genius, and a Combi Genius quote needs one of them. |
| 3 | A sheet of 4,300 by 2,000 mm is larger than the 4,200 by 2,100 mm working area or maximum sheet size of the selected machine. |
| 4 | A 23 mm sheet is thicker than the 22 mm that the selected machine and laser power process in this material (the 8 mm limit of the Combi machines is published by Prima Power; the laser thickness limits are typical figures, not published). |
| 5 | A sheet load of 1200 kg is above the 1150 kg maximum workpiece weight of the selected machine. |
| 6 | The Compact Server lifts a single sheet of up to 3 mm from the stack; a 5 mm sheet is too thick for it. |
| 7 | That loading device is not offered for the selected machine; the 2D lasers take the Compact Server, the Combi Genius takes Compact Express, LD, LSR and LST, and the Combi Sharp takes Compact Express and LST. |
| 8 | That storage system is not offered for the selected machine; the 2D lasers take Combo Tower Laser and Night Train FMS, the Combi machines take Combo Tower, Fast Loading storage and Night Train FMS. |
| 9 | The third pallet station is an automation option for the 2D lasers (Laser Genius+ and Platino Linear) only. |
| 10 | The PSR 2D picks parts at the third pallet while the laser keeps cutting, so it needs the third pallet station. |
| 11 | This quote offers the picking and stacking robot (PSR 2D) for the 2D lasers (Laser Genius+ and Platino Linear) only. |
| 12 | The Unloading device Compact (UDC) is listed for the Combi machines, not the 2D lasers. |
| 13 | The sorting units are listed for the Combi machines, not the 2D lasers. |
| 14 | The direct connection to the EBe Express Bender is listed for the Combi Genius only. |
| 15 | The EBe Express Bender bends up to 3.2 mm mild steel, 2.5 mm stainless steel and 4 mm aluminum; a 4 mm sheet is outside that. |
| 16 | Optia sheet-scrap recovery is listed for the 2D lasers only. |
| 17 | The ECO-TOUCH Cut and Gas Mixer options are listed for the 2D lasers only. |
| 18 | Unattended production needs automatic loading; the quote has no loading device, storage system or third pallet station. |
| 19 | The Compact Server suits only short periods of unattended production; a person confirms that this is enough for the unattended running quoted. |
| 20 | The quote has 0 machines; at least one is needed. |
| 21 | Orders of 3 machines or more are confirmed by a person before they are sent; this one has 3. |
| 22 | A discount of $90,120 on a list price of $1,114,000 is more than 8 percent and needs a manager to approve it. |
| 23 | A discount of $168,100 on a list price of $1,114,000 is more than the 15 percent limit. |
| 24 | The quote states a total of $537,000, but the machines, options and discount give $557,000. |
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 2 Combi Genius CG1530 machines at the Dynamic level with a 6 kW fiber laser, cutting 4 mm mild steel sheets of 3,100 by 1,500 mm (146 kg a load). Add the LST loading and stacking robot, the Combo Tower storage, the direct connection to the EBe Express Bender, the Optia scrap recovery and the NC Express programming software. The discount is $304,000. The quote states a total of $3,940,000. It is ready to send.
Verdict: Blocked.
The agent's request. Please quote 2 Combi Genius CG1530 machines at the Dynamic level with a 6 kW fiber laser, cutting 4 mm mild steel sheets of 3,000 by 1,500 mm (141 kg a load). Add the LST loading and stacking robot, the Combo Tower storage and the NC Express programming software. The discount is $304,000. The quote states a total of $3,070,000. It is ready to send.
Verdict: Needs approval.
The agent's request. Please quote 2 Combi Genius CG1530 machines at the Dynamic level with a 6 kW fiber laser, cutting 4 mm mild steel sheets of 3,000 by 1,500 mm (141 kg a load). Add the LST loading and stacking robot, the Combo Tower storage and the NC Express programming software. The discount is $269,000. The quote states a total of $3,105,000. It is ready to send.
Verdict: Allowed.
The agent's request. Please quote 2 Laser Genius+ 2040 machines with a 12 kW fiber laser, cutting 12 mm mild steel sheets of 4,000 by 2,000 mm (760 kg a load). Add the Compact Server, the PSR 2D picking and stacking robot, the NC Express programming software and the ECO-TOUCH Cut and Gas Mixer options. The discount is $140,000. The quote states a total of $1,990,000. It is ready to send.
Verdict: Blocked.
The agent's request. Please quote 2 Laser Genius+ 2040 machines with a 12 kW fiber laser, cutting 12 mm mild steel sheets of 4,000 by 2,000 mm (760 kg a load). Add the Combo Tower Laser storage, the third pallet station, the PSR 2D picking and stacking robot, the NC Express programming software and the ECO-TOUCH Cut and Gas Mixer options. The discount is $140,000. The quote states a total of $2,670,000. It is ready to send.
Verdict: Allowed.
The agent's request. Please quote 2 Platino Linear 2040 machines with an 8 kW fiber laser, cutting 5 mm aluminum sheets of 4,000 by 2,000 mm (108 kg a load). Add the Compact Server, the NC Express programming software, the Tulus Analytics reporting and the ECO-TOUCH Cut and Gas Mixer options. The quote states a total of $1,256,000. It is ready to send.
Verdict: Blocked.
The agent's request. Please quote 2 Platino Linear 2040 machines with an 8 kW fiber laser, cutting 5 mm aluminum sheets of 4,000 by 2,000 mm (108 kg a load). Add the third pallet station, the NC Express programming software, the Tulus Analytics reporting and the ECO-TOUCH Cut and Gas Mixer options. The quote states a total of $1,314,000. It is ready to send.
Verdict: Allowed.
The text of the narrated walkthrough, step by step.