Predictika · Wrecker bodies on customer chassis
An AI sales agent prepares an order for a Century or Vulcan wrecker body to be mounted on a customer-selected chassis, with the chassis figures, body, boxes, outriggers and the loads the buyer needs to tow and lift. Before it goes out, the agent sends it to Predictika, which checks it against a declarative model of the specifications published on the Miller Industries product pages and returns a verdict, every reason and the figures it computed.
This validator models orders for five Century and Vulcan wreckers, the Century 2465 / Vulcan V-24, 3212 G2, 4024, 5130 and 7035, not just the scenarios shown below.
Any order for these five wreckers that touches these rules is in scope — not only the scenarios pictured here. Not covered: prices (Miller Industries does not publish prices on these pages, so this validator produces no price build-up), other Miller Industries models such as carriers and rotators, the many other options, and chassis make and model compatibility. Miller notes that its ratings are based on structural factors only, not vehicle capacities, and that the chassis figures are recommendations or minimums that may need to be heavier for a given chassis; tire size is compared by width only.
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 |
|---|---|---|
| Chassis figures that differ for every model | Only with care A set of ranges and minimums per model, each written and kept up to date as a separate rule. | The model and every chassis figure are in one request and checked together on every call. |
| A body that decides which boxes are available | Only with care The saddle box depends on the body choice on another line, so it needs a cross-line rule for each body. | The body and the box are compared on every call, in any order. |
| The buyer's tow and lift loads against the model's ratings | Only with care The load is a customer figure that must be compared with a per-model rating, one rule per model. | The loads travel with the order and are compared with the published ratings of the chosen model. |
| Limits that only call for a person to confirm | Only with workarounds A suggested range or an unlisted option usually becomes a hard stop, or is not checked at all, unless a separate approval path is built. | The validator returns Needs approval with the reason, and keeps Block for the hard limits. |
| 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 chassis front axle is rated 13,200 lbs; the published chassis recommendation (a minimum) is 14,600 lbs. |
| 2 | The chassis has a resisting bending moment of 3,000,000 in-lbs; the published chassis recommendation (a minimum) is 3,500,000 in-lbs. |
| 3 | The SP 850-XP chassis column is published only for the Century 7035. |
| 4 | The quote needs to tow 20,001 lbs; the published tow rating of this model is 20,000 lbs. |
| 5 | The quote needs an underlift of 12,001 lbs; the published retracted underlift capacity of this model is 12,000 lbs. |
| 6 | The chassis has a GVWR of 26,499 lbs; the published chassis requirement is 26,500 to 31,000 lbs. |
| 7 | The chassis has a GVWR of 31,001 lbs; the published chassis requirement is 26,500 to 31,000 lbs. |
| 8 | The chassis has a clear cab-to-axle of 83 in; the published minimum for this model is 84 in. |
| 9 | The chassis has a clear cab-to-axle of 139 in; the published maximum for this model is 138 in. |
| 10 | The chassis frame height is 41 in; the published maximum for this model is 40 in. |
| 11 | The chassis has 295 mm wide tires; the published maximum tire size for this model is 275 mm wide (on 22.5 in wheels). |
| 12 | The 3212 G2 is published with a Century 84 in, Vulcan 120 or 136 in, low profile 120 or 138 in, or CX2 body; none is selected. |
| 13 | The 3212 G2 saddle boxes are published for the Century body, and not with the optional CX2 body. |
| 14 | A 30 in saddle or tunnel box is not among the sizes published for this model. |
| 15 | The requested rear outriggers are not on the published option list for this model; a person should confirm they can be supplied. |
| 16 | The chassis GVWR is 20,999 lbs; Miller suggests 21,000 to 31,000 lbs, so a person should confirm the chassis. |
| 17 | The chassis GVWR is 31,001 lbs; Miller suggests 21,000 to 31,000 lbs, so a person should confirm the chassis. |
| 18 | The 2465 is published for a clear cab-to-axle of 84 in or 108 in; the chassis has 96 in. |
| 19 | The chassis frame height is 38 in; the published maximum for this model is 37 in. |
| 20 | The chassis has 275 mm wide tires; the published maximum tire size for this model is 255 mm wide (on 22.5 in wheels). |
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 Century 3212 G2 wrecker with the Vulcan 120 in aluminum modular body, mounted on a chassis with a GVWR of 24,000 lbs, a clear cab-to-axle of 140 in, a frame height of 38 in and 295 mm wide tires and a resisting bending moment of 1,250,000 in-lbs, for a buyer who needs to tow up to 36,000 lbs and lift up to 10,000 lbs on the underlift, with a 36 in saddle or tunnel box and hydraulic rear outriggers. It is ready to send.
Verdict: Blocked.
The agent's request. Please quote a Century 3212 G2 wrecker with the Century 84 in aluminum modular body, mounted on a chassis with a GVWR of 28,000 lbs, a clear cab-to-axle of 120 in, a frame height of 38 in and 275 mm wide tires and a resisting bending moment of 1,250,000 in-lbs, for a buyer who needs to tow up to 30,000 lbs and lift up to 10,000 lbs on the underlift, with a 36 in saddle or tunnel box and manual rear outriggers. It is ready to send.
Verdict: Allowed.
The agent's request. Please quote a Century 5130 wrecker, mounted on a chassis with a 11,000 lb front axle and a 21,000 lb rear axle, a clear cab-to-axle of 150 in, a resisting bending moment of 2,000,000 in-lbs and 36 in of frame behind the rear axle, for a buyer who needs to tow up to 85,000 lbs and lift up to 30,000 lbs on the underlift, with a 40 in saddle or tunnel box. It is ready to send.
Verdict: Blocked.
The agent's request. Please quote a Century 5130 wrecker, mounted on a chassis with a 12,000 lb front axle and a 21,000 lb rear axle, a clear cab-to-axle of 160 in, a resisting bending moment of 2,570,000 in-lbs and 40 in of frame behind the rear axle, for a buyer who needs to tow up to 75,000 lbs and lift up to 30,000 lbs on the underlift, with a 36 in saddle or tunnel box. It is ready to send.
Verdict: Allowed.
The agent's request. Please quote a Century 2465 / Vulcan V-24 wrecker, mounted on a chassis with a GVWR of 33,000 lbs, a clear cab-to-axle of 96 in, a frame height of 38 in and 275 mm wide tires, for a buyer who needs to tow up to 22,000 lbs and lift up to 7,000 lbs on the underlift, with a 36 in saddle or tunnel box and manual rear outriggers. It is ready to send.
Verdict: Blocked.
The agent's request. Please quote a Century 2465 / Vulcan V-24 wrecker, mounted on a chassis with a GVWR of 33,000 lbs, a clear cab-to-axle of 108 in, a frame height of 36 in and 255 mm wide tires, for a buyer who needs to tow up to 20,000 lbs and lift up to 7,000 lbs on the underlift, with a 24 in saddle or tunnel box and manual rear outriggers. It is ready to send.
Verdict: Needs approval.
The agent's request. Please quote a Century 2465 / Vulcan V-24 wrecker, mounted on a chassis with a GVWR of 28,000 lbs, a clear cab-to-axle of 108 in, a frame height of 36 in and 255 mm wide tires, for a buyer who needs to tow up to 20,000 lbs and lift up to 7,000 lbs on the underlift, with a 24 in saddle or tunnel box. It is ready to send.
Verdict: Allowed.
The text of the narrated walkthrough, step by step.