Predictika · Heavy equipment orders
An AI sales agent prepares an order for a heavy-haul traveling axle trailer with its model, length, axles, crossmembers, tires and options, and states the capacity, deck height and weight it expects. Before it goes out, the agent sends it to Predictika, which checks it against a declarative model of the published equipment list and returns a verdict, every reason and the figures it computed.
This validator models orders for the Landoll Model 440 (40 ton) and Model 455 (55 ton) traveling axle trailers, not just the scenarios shown below.
Any 440 or 455 order that touches these rules is in scope — not only the scenarios pictured here. Not covered: prices (the sheet lists none, so this validator produces no price build-up or line-item quote), other Landoll trailers, the 215/75R17.5 low-profile tire and dock-level restriction, the dock-level capacity choice, hitch and state weight limits, and options the sheet leaves to the factory. Capacity ratings on the sheet are frame capacities only; actual load capacity depends on axle ratings and regulations, and the validator does not calculate payload.
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 |
|---|---|---|
| Lengths that exist for only one of two models | Only with care Each model has its own list of lengths, so every length is another condition on the model, and the lists change when a new length is added. | Model and length are in one request, so a length the model does not come in is found whichever order the choices arrive in. |
| A weight the quote states that must fall within the listed tolerance | Only with workarounds The listed weight depends on the model and the length, and the quote carries a free-entry figure; a rules-based CPQ needs a lookup table, a percentage band and a separate field that stay in step. | The stated weight travels with the order and is compared with the listed estimate, plus or minus 3 percent, on every call. |
| Deck height that moves with the tire size | Only with care A price or product rule can set the height, but the figure the agent writes in the quote is typed by hand and is not compared with it. | The deck height is computed from the tire size and compared with the figure the quote states. |
| Every problem returned in one answer | Only with workarounds Rules tend to fire as the order 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 | The Model 440 is listed in 41, 45, 48, 50 CA and 53 foot lengths; the 57 foot length is listed for the Model 455 only. |
| 2 | The Model 440 is listed in a 50 foot CA length only, not a plain 50 foot length. |
| 3 | The Model 455 is listed in 48, 50, 50 CA, 53 and 57 foot lengths; the 41 and 45 foot lengths are listed for the Model 440 only. |
| 4 | The Model 440 is listed with two 25,000 lb axles and the Model 455 with three; the axles on the order do not match the model. |
| 5 | The Model 440 has alternating 4 inch and 3 inch Jr. I-beam crossmembers on 8 inch centers and the Model 455 has 4 inch Jr. I-beam crossmembers on 8 inch centers; the crossmembers on the order do not match the model. |
| 6 | The quote states a capacity of 110,000 lb; the frame capacity of this model is 80,000 lb. |
| 7 | The quote states a capacity of 80,000 lb; the frame capacity of this model is 110,000 lb. |
| 8 | The quote states a loaded deck height of 37 inches; with these tires it is listed at 42 inches. |
| 9 | The quote states a loaded deck height of 42 inches; with these tires it is listed at 37 inches. |
| 10 | The quote states an empty weight of 19,133 lb; the listed estimate for this model and length is 18,575 lb, plus or minus 3 percent. |
| 11 | The quote states an empty weight of 18,017 lb; the listed estimate for this model and length is 18,575 lb, plus or minus 3 percent. |
| 12 | The quote states an empty weight of 19,610 lb; the listed estimate for this model and length is 18,575 lb, plus or minus 3 percent. |
| 13 | The order includes an option that is not on the standard and optional equipment list; the sheet says to consult the factory about other options, so a person should confirm it. |
| 14 | The quote states a capacity of 90,000 lb; the frame capacity of this model is 80,000 lb. |
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 a Landoll Model 440 traveling axle trailer, 57 foot, with three axles and 4 inch Jr. I-beam crossmembers, a 12,000 lb worm gear winch, 12.25 x 7.5 air brakes, Double Coin 235/75R17.5 tires, non-load-bearing top-opening upper deck toolboxes, and a powder coat finish. The quote states a frame capacity of 80,000 lb and a loaded deck height of 37 inches. It is ready to send.
Verdict: Blocked.
The agent's request. Please quote a Landoll Model 455 traveling axle trailer, 57 foot, with three axles and 4 inch Jr. I-beam crossmembers, a 12,000 lb worm gear winch, 12.25 x 7.5 air brakes, Double Coin 235/75R17.5 tires, non-load-bearing top-opening upper deck toolboxes, and a powder coat finish. The quote states a frame capacity of 110,000 lb, a loaded deck height of 37 inches and an empty weight of 25,750 lb. It is ready to send.
Verdict: Allowed.
The agent's request. Please quote a Landoll Model 455 traveling axle trailer, 53 foot, with three axles and 4 inch Jr. I-beam crossmembers, a 30,000 lb planetary 2-speed winch, 12.25 x 7.5 air brakes, Michelin 255/70R22.5 tires, non-load-bearing top-opening upper deck toolboxes, and a powder coat finish. The quote states a frame capacity of 110,000 lb, a loaded deck height of 37 inches and an empty weight of 24,485 lb. It is ready to send.
Verdict: Blocked.
The agent's request. Please quote a Landoll Model 455 traveling axle trailer, 53 foot, with three axles and 4 inch Jr. I-beam crossmembers, a 30,000 lb planetary 2-speed winch, 12.25 x 7.5 air brakes, Michelin 255/70R22.5 tires, non-load-bearing top-opening upper deck toolboxes, and a powder coat finish. The quote states a frame capacity of 110,000 lb, a loaded deck height of 42 inches and an empty weight of 24,485 lb. It is ready to send.
Verdict: Allowed.
The agent's request. Please quote a Landoll Model 440 traveling axle trailer, 48 foot, with three axles and 4 inch Jr. I-beam crossmembers, a 12,000 lb worm gear winch, air disc brakes, Double Coin 235/75R17.5 tires, load-bearing top-opening upper deck toolboxes, and a powder coat finish. The quote states a frame capacity of 80,000 lb, a loaded deck height of 37 inches and an empty weight of 18,575 lb. It is ready to send.
Verdict: Blocked.
The agent's request. Please quote a Landoll Model 440 traveling axle trailer, 48 foot, with two axles and 4 inch Jr. I-beam crossmembers, a 12,000 lb worm gear winch, air disc brakes, Double Coin 235/75R17.5 tires, load-bearing top-opening upper deck toolboxes, and a powder coat finish. The quote states a frame capacity of 80,000 lb, a loaded deck height of 37 inches and an empty weight of 18,575 lb. It is ready to send.
Verdict: Blocked.
The agent's request. Please quote a Landoll Model 440 traveling axle trailer, 48 foot, with two axles and alternating 4 inch and 3 inch Jr. I-beam crossmembers, a 12,000 lb worm gear winch, air disc brakes, Double Coin 235/75R17.5 tires, load-bearing top-opening upper deck toolboxes, and a powder coat finish. The quote states a frame capacity of 80,000 lb, a loaded deck height of 37 inches and an empty weight of 18,575 lb. It is ready to send.
Verdict: Allowed.
The text of the narrated walkthrough, step by step.