Predictika · van build-and-price order validator, modeled on the Mercedes-Benz Sprinter

A dealer sales agent's Sprinter van order, checked before the quote goes out

A dealer sales agent drafts a Sprinter order: trim, powertrain, drive, packages, upfits, incentives and delivery. Before the quote goes out, the agent sends it to Predictika's validator, which checks the build against the model year ratings and options, towing and payload, upfit dependencies, incentive rules, pricing authority and build timing, and reports every problem it finds in one pass.

Scope: Sprinter cargo van orders (2026 model year, US): trims, powertrains, drives, packages, upfits, incentives and build timing. Body prices, ratings and tow limits follow public Mercedes-Benz Vans information where public; other prices and amounts are estimates. See everything this validator covers

This validator checks any order for the modeled Sprinter vans, not just the scenarios shown below.

  • Build — trim, diesel and electric powertrains, 2500, 3500XD and other drives, packages, paint and interior.
  • Ratings — the GVWR rating against the powertrain, the tow rating against the planned trailer and the payload against options and upfits.
  • Upfits and options — shelving, refrigeration, roof air conditioner and the parts they depend on, with body-builder conversion approval.
  • Deal — incentive eligibility and stacking, the employee program, discount authority, allocation and delivery timing.

Any Sprinter order that touches these rules is in scope, not only the scenarios pictured here. Not checked: live inventory, real dealer pricing, financing and the accuracy of the facts the caller states. Destination, option and upfit prices, payloads, lead times and incentive amounts are estimates.

The sales agentDrafts the Sprinter order from the customer's request and says it is ready to send.
Predictika validatorChecks every rule at once and returns the verdict, each finding, and the computed figures.

7 scenarios in 3 groups · each group runs from the agent’s first attempt to the outcome · click one to switch

What the agent proposes

The sales agent says

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

Proposing agent: sales agent (scripted)

Before sending, the agent must call Recorded run

Predictika validator


      

        
        
        
      

      
Waiting for the call.

      
    

  

  
  

    
Where a plain quote screen gets this wrong
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Our assessment of what a typical dealer quote screen (a list of options per trim, each checked on its own) does with the same cases. It is a judgment about effort and reliability, not a claim that nothing can be built.

    
What the validator caughtA plain quote screenPredictika
Ratings that depend on the powertrainOnly with care
The highest GVWR ratings need the high-output diesel and the eSprinter is not rated to tow, so each rating needs a rule that looks at the powertrain.		The drive, the powertrain and the trailer are in one request and are checked together on every call.
Upfits that depend on parts not on the same lineOnly with care
Shelving needs a partition wall, refrigeration needs the Upfitter Package and a roof air conditioner excludes a ladder rack, so each upfit needs its own guard.		Every dependency is a separate finding, all returned together.
Incentives that may or may not stackOnly with care
Eligibility depends on the customer type, the fuel and the trim, and a pair of incentives may be refused even when each is allowed alone.		The incentives, the customer and the build are checked together and the refused pair is named.
A build time that depends on the options chosenOnly with workarounds
The plant time is the trim time plus time added by the powertrain, packages and upfits, so the rule needs a sum before it can compare with the delivery date.		The build time is computed inside the model and compared with the requested weeks in the same pass.
Every problem returned in one answerOnly with workarounds
Form checks usually stop at the first failing field, so an agent fixes one error and meets the next.		All findings come back together, whatever order the choices arrived in.

  

  

    
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 order; approval findings need a person to sign off; everything else is computed.

    
1A powertrain, drive, package, paint, interior or upfit must be offered on the chosen trim.
2The heavier GVWR ratings need the 211 hp high-output diesel, and the eSprinter is built only as a 2500 RWD and is not rated to tow.
3Two packages or upfits that exclude each other cannot be ordered together, and a package or upfit that depends on another part needs that part on the order.
4A trailer needs a factory hitch and must not exceed the tow rating of the build; a planned load must not exceed the payload left after options and upfits.
5An interior that is not offered with the chosen paint is refused.
6An incentive must be eligible for the customer type, fuel and trim, and two incentives must be allowed to stack; the employee program cannot be combined with another incentive.
7A discount above salesperson authority needs a manager, and one above the manager limit is refused.
8A build time much shorter than the plant needs is refused, and a short one needs a priority build approval.
9An eSprinter needs a zone allocation approval, a closed order bank is refused, and an upfit is a body-builder conversion that the upfitter must confirm.

  

  

    
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. A refrigerated shelving van with a trailer: Refrigerated shelving van on a 3500XD with a trailer and two incentives

    
The agent's request. Please check this order for a retail customer: a Sprinter Cargo Van 170 in. WB High Roof with the 170 hp diesel and the 3500XD drive, a solid partition wall and Active Safety Plus, Primer paint with Black Artico leatherette seats, shelving and drawers plus a refrigeration unit, MBFS Commercial Lease Cash with Commercial Business Choice cash, and a 3,000 lb trailer. Delivery in 12 weeks. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • Refrigeration needs the Upfitter Package. The refrigeration unit and insulated box upfit requires the Upfitter Package, which is not on the build.
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  • Interior not offered with this paint. The Black Artico leatherette interior is not offered with Primer (upfitter paint-ready) paint.
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  • Trailer planned with no hitch. A 3,000 lb trailer is planned but no factory trailer hitch is on the build.
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  • Two incentives that cannot be combined. MBFS Commercial Lease Cash and Commercial Business Choice cash cannot be combined.
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  • Build time too short. The build needs about 19 weeks, and 12 weeks is more than 3 weeks short.
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  • Rating needs the high-output diesel. The 3500XD 11,030 lb GVWR rating requires the 211 hp high-output diesel; the 170 hp diesel was selected.
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  • Body-builder conversion. The upfit on this order is a body-builder conversion; the upfitter must confirm GVWR and slot before release.
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2. A refrigerated shelving van with a trailer: The agent resubmits after fixing the errors

    
The agent's request. I switched the order to the 211 hp high-output diesel, added the Upfitter Package and the trailer hitch, changed to Arctic White paint with the vinyl interior, kept only Commercial Business Choice cash and moved delivery to 24 weeks. Please check it again.

    
Verdict: Needs approval.

    
    
      
  • Body-builder conversion. The upfit on this order is a body-builder conversion; the upfitter must confirm GVWR and slot before release.
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  • Quote and price. The estimated MSRP is $93,265 and the net price is $92,265 after incentives. Prices are estimates for an illustration, not a Mercedes-Benz or dealer quotation.
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3. A refrigerated shelving van with a trailer: The agent resubmits after fixing the errors

    
The agent's request. The customer dropped the refrigeration unit. I replaced it with the wood floor and wall liner kit, removed the Upfitter Package and kept delivery at 24 weeks. Please check the order.

    
Verdict: Allowed.

    
    
      
  • Quote and price. The estimated MSRP is $76,865 and the net price is $75,865 after incentives. Prices are estimates for an illustration, not a Mercedes-Benz or dealer quotation.
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4. An eSprinter with a trailer: Electric van with a trailer hitch package and a 3,000 lb trailer

    
The agent's request. Please check this order for a retail customer: a Sprinter Cargo Van 170 in. WB High Roof as the eSprinter 113 kWh electric 201 hp on the 2500 RWD drive, with the trailer hitch package, Arctic White paint and cloth seats, for a 3,000 lb trailer. Delivery in 18 weeks. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • Trailer heavier than the tow rating. The planned 3,000 lb trailer exceeds the 0 lb tow rating of this build.
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  • eSprinter ordered with a trailer hitch. The eSprinter is not rated to tow; the trailer hitch must be removed.
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  • Allocation-limited vehicle. The eSprinter is allocation-constrained and needs a zone allocation approval.
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5. An eSprinter with a trailer: The agent resubmits after fixing the errors

    
The agent's request. The customer will take a diesel instead. I changed the powertrain to the 211 hp high-output diesel and kept the hitch package and the 3,000 lb trailer. Please check the order.

    
Verdict: Allowed.

    
    
      
  • Quote and price. The estimated MSRP is $63,135 and the net price is $63,135 after incentives. Prices are estimates for an illustration, not a Mercedes-Benz or dealer quotation.
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6. Two cash incentives on one van: Cargo van with two cash incentives

    
The agent's request. Please check this order for a retail customer: a Sprinter Cargo Van 144 in. WB High Roof with the 170 hp diesel and 2500 RWD, Arctic White paint, cloth seats, MBFS Commercial Lease Cash and Commercial Business Choice cash. Delivery in 12 weeks. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • Two incentives that cannot be combined. MBFS Commercial Lease Cash and Commercial Business Choice cash cannot be combined.
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7. Two cash incentives on one van: The agent resubmits after fixing the errors

    
The agent's request. I removed Commercial Business Choice cash and kept MBFS Commercial Lease Cash. Please check the order again.

    
Verdict: Allowed.

    
    
      
  • Quote and price. The estimated MSRP is $54,535 and the net price is $52,035 after incentives. Prices are estimates for an illustration, not a Mercedes-Benz or dealer quotation.
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Narration transcript
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The text of the narrated walkthrough, step by step.

    
    
      
  1. Welcome to a demo of Predictika's Validator. A dealer sales agent drafts a Sprinter order: trim, powertrain, drive, and more. Before the quote goes out, the agent sends it to Predictika's validator, which checks the build against the model year ratings and options, towing and payload, upfit dependencies, incentive rules, pricing authority and build timing, and reports every problem it finds in one pass.
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  2. I will start with the first request by the agent.
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  3. The agent says. Please check this order for a retail customer: a Sprinter Cargo Van 170 in. WB High Roof with the 170 hp diesel and the 3500XD drive, a solid partition wall and Active Safety Plus. The rest of the request is on screen.
    4. 
      
  4. Before it goes out, the agent calls the validator.
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  5. Blocked, with six findings and one approval, all in one answer. The refrigeration unit and insulated box upfit requires the Upfitter Package, which is not on the build. The Black Artico leatherette interior is not offered with primer (upfitter paint-ready) paint. A 3,000 lb trailer is planned but no factory trailer hitch is on the build. The other three are on screen.
    6. 
      
  6. The validator returned six blocking findings and one approval 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 order are checked against each other.
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  7. What this shows: for a build time that depends on the options chosen, a plain quote screen can do this only with workarounds.
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  8. Now the agent resubmits.
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  9. The corrected request. It changes the powertrain to 2.0L 4-cyl turbo diesel 211 hp high output, the packages to Solid partition wall with sliding door, Upfitter Package (PTO prep and electrical interface), Trailer hitch with 7-pin wiring, the paint to Arctic White and the interior to black easy-clean vinyl. Two more changes are on screen.
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  10. It calls the validator again.
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  11. Not blocked, but held for a person.
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  12. The six blocking findings are cleared; one approval remains for a person: body-builder conversion.
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  13. The agent resubmits once more.
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  14. The revised request. It changes the packages to Solid partition wall with sliding door, Trailer hitch with 7-pin wiring and the upfits to Shelving and drawer upfit, Wood floor and wall liner kit.
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  15. It calls the validator once more.
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  16. This time the validator clears it.
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  17. The earlier finding is cleared.
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  18. Seven problems caught in one call, fixed in two passes, and a clean order. That is the value of Predictika's validator: catching mistakes before they reach the customer. Now you can try the other scenarios yourself.
    19.