Predictika · Ford Super Duty F-250 and F-350 quotes

An AI sales agent's truck quote, checked before it goes out

An AI sales agent drafts a quote for Ford Super Duty F-250 and F-350 trucks: a pickup or chassis cab with a chosen powertrain, drive, packages, upfit body, accessories, incentives and discount. Before the quote goes out, the agent sends it to Predictika, which checks it against a declarative model, compares the total and payload capacity the agent states with the ones it computes, and returns every finding together with the line-item quote.

Scope: Ford Super Duty F-250 and F-350 truck quotes with Ford Pro upfit bodies: packages, towing and payload, incentives, fleet terms and discounts. See everything this validator covers

This validator covers quotes for the Ford Super Duty F-250 and F-350 pickup and chassis-cab line only (XL, XLT and Lariat trims in the model, single or dual rear wheels, four powertrains, 4x2 or 4x4), with Ford Pro commercial upfit bodies. It does not cover other Ford vehicles (F-150, Transit, Ranger and others) or other manufacturers.

  • Packages, bodies and trim — the FX4 and Tremor off-road packages needing 4x4 (Tremor only on XLT and Lariat) and not combining, each package once per truck, the snow plow needing its prep package, and upfit bodies needing a chassis cab and the upfitter switches package, with one body per chassis.
  • Towing and payload — trailer weight against the towing capacity of the powertrain and series, the conventional-hitch limit, the gooseneck or 5th-wheel prep requirement, and the payload the customer needs against the capacity left after powertrain, drive, body and accessory weights.
  • Incentives, fleet terms and pricing authority — incentive eligibility by customer type, powertrain and upfit, stacking, the 5-truck fleet minimum, fleet-only special paint, the allocation approval for the High Output diesel, lead time against the delivery date the customer needs, discount authority (2 percent for a sales rep, 6 percent maximum for retail, 10 percent for a fleet and 16 percent for a fleet of 50 or more), and the total and payload capacity the agent states.

Any F-250 or F-350 quote that combines the trucks, powertrains, drives, packages, bodies, accessories, paints and incentives in this model runs through this validator, not just the seven scenarios shown on this page. It is an illustrative model built from public product information about the Super Duty line; prices, weights, ratings, lead times, incentives and discount limits are fictional, and it does not use Ford's internal rules. It does not model interior and other trim options, order-bank status, employee pricing, taxes, trade-ins or financing.

The AI sales agentBuilds the truck quote from the conversation and says it is ready.
Predictika validatorChecks every rule at once and returns the verdict, each finding, and the computed figures.

7 scenarios in 4 groups · each group runs from the agent’s first attempt to the outcome · click one to switch

What the agent proposes

The AI sales agent says

Illustrative agent statement. The validator receives the structured request below.

Proposing agent: AI sales agent (scripted)

Before sending, the agent must call Recorded run

Predictika validator


      
Waiting for the call.

Where rules-based CPQ gets it wrong

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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 caughtTypical rules-based CPQPredictika
A gooseneck trailer that needs the prep package or a gooseneck flatbed, with the hitch type and the truck options checked togetherOnly with care
A rule on the hitch type that looks for the prep in two places (a package or a body); easy to write once and easy to miss when a new body or package is added.
Hitch type, packages and bodies are data and are checked together on every call.
Payload and towing capacity that change with the powertrain, drive, body and accessoriesOnly with workarounds
Capacity changes with every option, so it needs calculated fields or formulas kept in step with the catalog, and a stated capacity has to be compared by hand.
Capacity is computed from the same data in the same pass as the price, and the stated figure travels with the quote.
Incentive eligibility by customer type, powertrain and upfit, with stacking limits and a fleet minimumOnly with care
Eligibility, stacking and the minimum are usually separate rules that all have to agree.
Eligibility, stacking and the fleet minimum are checked in one pass with the rest.
Discount authority that depends on customer type and order size, with an approval step below the maximumOnly with care
Approval thresholds and maximums are separate rules per customer type and fleet size.
Thresholds and maximums are data; the validator returns block or needs approval as appropriate.
A stated total or payload capacity that does not match the computed figuresOnly with workarounds
A validation rule can compare a stated figure with a calculated one only if the stated figure is a field on the quote, which it rarely is.
The stated total and payload capacity travel with the quote and are compared with the computed ones on every call.

What this validator catches: findings from its test cases

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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.

1The same package ordered twice on one truck.
2The Tremor and FX4 off-road packages together.
3The FX4 or Tremor package on a 4x2 truck.
4The Tremor package on an XL trim.
5The snow plow without the Snow Plow Prep package.
6Two upfit bodies on one chassis cab.
7An upfit body on a pickup instead of a chassis cab.
8An upfit body without the upfitter switches package.
9A trailer with no hitch type selected.
10A gooseneck trailer without the prep package or a gooseneck flatbed.
11A trailer heavier than the towing capacity of the truck.
12A conventional-hitch trailer above the conventional-hitch limit.
13Required payload above the capacity left after options and body.
14The first incentive not available for the customer type or powertrain.
15The second incentive not available for the customer type or powertrain.
16Upfit cash without an upfit body on the truck.
17Fleet assistance on a fleet order of fewer than 5 trucks.
18Two incentives that cannot be combined.
19Fleet special-order paint on a retail order.
20Delivery later than the customer needs (truck lead time plus powertrain and body lead time).
21Discount above the maximum for the customer type and order size.
22The agent's stated total does not match the computed total.
23The agent's stated payload capacity does not match the computed capacity.
24The High Output diesel is allocation-constrained (approval).
25Discount above the 2 percent a sales rep may give alone (approval).

Scenarios and results

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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.

1. Towing a gooseneck trailer: Retail F-250 order with a gooseneck trailer

The agent's request. Please quote 1 F-250 XLT Crew Cab 6.75-ft box for Redwood Ranch Supply (retail), with the 6.7L Power Stroke diesel, 4x4, the Tow Technology package, a spray-in bedliner, Retail Customer Cash and Power Stroke Diesel Bonus Cash. It will tow a 20,000 lb gooseneck trailer and carry 1,500 lb of payload. The discount is 2 percent and the customer needs delivery in 16 weeks. The quote states a total of $70,461.10 and a payload capacity of 2,400 lb. It is ready to send.

Verdict: Blocked.

  • Gooseneck trailer needs prep. A gooseneck trailer needs the 5th Wheel and Gooseneck Prep package or a gooseneck flatbed upfit.

2. Towing a gooseneck trailer: The agent resubmits after fixing the errors

The agent's request. Please quote 1 F-250 XLT Crew Cab 6.75-ft box for Redwood Ranch Supply (retail), with the 6.7L Power Stroke diesel, 4x4, the Tow Technology package, the 5th Wheel and Gooseneck Prep package, a spray-in bedliner, Retail Customer Cash and Power Stroke Diesel Bonus Cash. It will tow a 20,000 lb gooseneck trailer and carry 1,500 lb of payload. The discount is 2 percent and the customer needs delivery in 16 weeks. The quote states a total of $70,946.20 and a payload capacity of 2,400 lb. It is ready to send.

Verdict: Allowed.

  • Quote summary. Total $70,946.20: truck $54,782.00; powertrain $12,250.00; drivetrain $3,430.00; package $1,906.10; accessory $583.10; destination $1,995.00; incentive -$4,000.00.

3. Upfit bodies on a fleet order: Twelve-truck fleet order with two upfit bodies

The agent's request. Please quote 12 F-350 XL Regular Cab DRW chassis cabs for Northgate Utility Services (fleet), each with the 6.7L Power Stroke diesel, 4x4, the Upfitter Switches and Auxiliary Power package, a Rugby 11-ft dump body and a Knapheide 9-ft service body, an LED warning strobe package and Fleet Competitive Assistance. Each will carry 2,000 lb of payload. The discount is 2 percent and the customer needs delivery in 30 weeks. The quote states a total of $1,090,734.00 and a payload capacity of 2,200 lb. It is ready to send.

Verdict: Blocked.

  • Two bodies on one chassis cab. Rugby 11-ft Dump Body and Knapheide 9-ft Service Body are both bodies; a chassis cab takes one body.

4. Upfit bodies on a fleet order: The agent resubmits after fixing the errors

The agent's request. Please quote 12 F-350 XL Regular Cab DRW chassis cabs for Northgate Utility Services (fleet), each with the 6.7L Power Stroke diesel, 4x4, the Upfitter Switches and Auxiliary Power package, a Knapheide 9-ft service body, an LED warning strobe package and Fleet Competitive Assistance. Each will carry 2,000 lb of payload. The discount is 2 percent and the customer needs delivery in 30 weeks. The quote states a total of $927,270.00 and a payload capacity of 4,300 lb. It is ready to send.

Verdict: Allowed.

  • Quote summary. Total $927,270.00: truck $611,520.00; powertrain $147,000.00; drivetrain $41,160.00; package $10,878.00; upfit body $115,248.00; accessory $13,524.00; destination $23,940.00; incentive -$36,000.00.

5. Fleet discount authority: Sixty-truck flatbed fleet order with a large discount

The agent's request. Please quote 60 F-350 XL Regular Cab DRW chassis cabs for Summit County Roads (fleet), each with the 7.3L V8 gas engine, 4x4, the Upfitter Switches and Auxiliary Power package, a 9-ft platform flatbed, an LED warning strobe package and Fleet Competitive Assistance. Each will carry 3,000 lb of payload. The discount is 18 percent and the customer needs delivery in 30 weeks. The quote states a total of $3,185,670.00 and a payload capacity of 5,400 lb. It is ready to send.

Verdict: Blocked.

  • Discount above the maximum. Discount of 18 percent is above the 16 percent maximum for this customer and order size.

6. Fleet discount authority: The agent resubmits after fixing the errors

The agent's request. Please quote 60 F-350 XL Regular Cab DRW chassis cabs for Summit County Roads (fleet), each with the 7.3L V8 gas engine, 4x4, the Upfitter Switches and Auxiliary Power package, a 9-ft platform flatbed, an LED warning strobe package and Fleet Competitive Assistance. Each will carry 3,000 lb of payload. The discount is 14 percent and the customer needs delivery in 30 weeks. The quote states a total of $3,344,010.00 and a payload capacity of 5,400 lb. It is ready to send.

Verdict: Needs approval.

  • Discount needs approval. Discount of 14 percent is above the 2 percent a sales rep may give alone.
  • Quote summary. Total $3,344,010.00: truck $2,683,200.00; powertrain $103,200.00; drivetrain $180,600.00; package $47,730.00; upfit body $330,240.00; accessory $59,340.00; destination $119,700.00; incentive -$180,000.00.

7. Stated total and payload: Two-truck retail order with stated figures

The agent's request. Please quote 2 F-250 XL Crew Cab 6.75-ft box trucks for Harbor View Landscaping (retail), each with the 6.8L V8 gas engine, 4x2, Antimatter Blue paint, a spray-in bedliner and Retail Customer Cash. Each will carry 1,200 lb of payload. The discount is 2 percent and the customer needs delivery in 12 weeks. The quote states a total of $96,116.40 and a payload capacity of 3,900 lb. It is ready to send.

Verdict: Blocked.

  • Stated total does not match. Stated total does not match: the agent stated $96,116.40; the validator computes $100,106.40.
  • Stated payload capacity does not match. Stated payload capacity does not match: the agent stated 3,900 lb; the validator computes 3,500 lb.

Narration transcript

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The text of the narrated walkthrough, step by step.

  1. Welcome to a demo of Predictika's Validator. An AI sales agent drafts a quote for Ford Super Duty F-250 and F-350 trucks: a pickup or chassis cab with a chosen powertrain, drive, packages, and more. Before the quote goes out, the agent sends it to Predictika, which checks it against a declarative model, compares the total and payload capacity the agent states with the ones it computes, and returns every finding together with the line-item quote.
  2. I will start with the first request by the agent.
  3. The agent says. Please quote 1 F-250 XLT Crew Cab 6.75-ft box for Redwood Ranch Supply (retail), with the 6.7L Power Stroke diesel. It will tow a 20,000 lb gooseneck trailer and carry 1,500 lb of payload. The rest of the request is on screen.
  4. Before it goes out, the agent calls the validator.
  5. Blocked, with one finding, all in one answer. A gooseneck trailer needs the 5th Wheel and Gooseneck Prep package or a gooseneck flatbed upfit.
  6. The validator returned one blocking finding in one answer. A check that reads one field at a time would pass most of this; it shows only when the choices in the quote are checked against each other.
  7. What this shows: for a gooseneck trailer that needs the prep package or a gooseneck flatbed, with the hitch type and the truck options checked together, a rules-based CPQ is error-prone for this.
  8. Now the agent resubmits.
  9. The corrected request.
  10. It calls the validator again.
  11. This time the validator clears it.
  12. The validator also returns the line-item quote. It starts with F-250 XLT Crew Cab 6.75-ft box and 6.7L Power Stroke diesel 475 hp; the other seven lines are on screen.
  13. The earlier finding is cleared, and the validator's total, $70,946.20, matches the quote.
  14. One problem caught in one call, fixed in one pass, and a clean quote. That is the value of Predictika's validator: catching mistakes before they reach the customer. Now you can try the other scenarios yourself.