Predictika · Seating program quotes

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

An AI sales agent prepares a seating program quote for a vehicle maker: the seat position, the adjuster and recliner, the comfort and entry features, the start of production, the yearly volume, the program life, a price-down and the yearly revenue. Before the quote goes out, the agent sends it to Predictika, which checks it against a declarative model of what fits what and returns a verdict, every reason and the revenue it computed.

Scope: Magna seating programs for one seat position: adjusters and Long Rail, recliners with memory, ZG Lounger, EZ Entry, Stadium Swivel and Flip, Auto Adjust, Cell to Seat, lead time, volume, price-down and revenue. See everything this validator covers

This validator models Magna seating program quotes, not just the scenarios shown below.

  • Position and seats — each row position allows a limited number of seats, and several features are offered only in some rows.
  • Mechanisms — memory needs the power recliner, the ZG Lounger needs power parts and its leg rest, cushion tilt needs a power adjuster, and EZ Entry, Auto Adjust, Stadium Swivel, Stadium Flip and Cell to Seat each restrict the row, the adjuster or the platform.
  • Lead time — the months to start of production must cover the base lead time plus what the chosen features add.
  • Volume and life — very low or very high yearly volumes and a short program life need a person to approve them.
  • Price-down and revenue — a price-down above 3 percent needs approval and one above 10 percent is never allowed; the yearly revenue the quote states is compared with the revenue computed from the modeled prices.

Any Magna seating program quote that touches these rules is in scope — not only the scenarios pictured here. The product and feature names (META adjusters, iDiSC recliners with memory, Magna Long Rail, ZG Lounger, EZ Entry, Stadium Swivel and Flip, Auto Adjust, FreeForm, EcoSphere, Cell to Seat) follow public Magna pages. Magna negotiates seating programs with each vehicle maker, so the compatibility rules, the lead times, the volume and price-down thresholds and every price are modeled from comparable seating programs, not published by Magna. All prices are illustrative.

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

6 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 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
Features that depend on the row, the adjuster and the reclinerOnly with workarounds
The lounger, memory, tilt, EZ Entry and Auto Adjust each depend on a different mix of the row and the power parts, so a table or one rule per feature is needed and edited when a feature is added.		Every feature, the row and the power parts are checked together on every call.
Lead time that grows with the featuresOnly with care
The lead time is a base plus what each feature adds, so a rule must add the features up before it compares them with the months to start of production.		The lead time is computed inside the model and compared with the months available on every call.
Yearly revenue reconciled with a stated oneOnly with workarounds
The revenue comes from the seat price, the options, the seats, the volume and the price-down, and a separate calculation is needed to compare it with the figure the quote states.		The revenue is computed inside the model and compared with the stated one on every call.
Volume, program life and price-down thresholdsOnly with care
Low and high volume, a short program life and the price-down each have an approval threshold, and the price-down has a blocking one, so the rules must be ordered and kept apart.		Every threshold is checked in the same pass and each finding says whether it blocks or needs a person.
Every problem returned in one answerOnly 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.

  

  

    
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.

    
14 seats in this row position; the position allows at most 2.
2Integrated full memory needs the power iDiSC recliner; the quote has the manual recliner.
3The ZG Lounger is not offered for the third row.
4The ZG Lounger needs a power adjuster (or Long Rail) and the power recliner.
5The leg rest mechanism is part of the ZG Lounger; the quote has no ZG Lounger.
6The cushion tilt mechanism sits between cushion and a power track; the quote has the manual adjuster.
7The Stadium Swivel is quoted only for a front seat on Magna Long Rail.
8The Stadium Flip (nesting) cushion is quoted only for the second and third rows.
9A nesting Stadium Flip cushion cannot be combined with the ZG Lounger.
10EZ Entry is quoted only for the front and second rows.
11Fully powered EZ Entry needs a power adjuster or Long Rail.
12Auto Adjust (real time pressure sensing) needs a front seat with a power adjuster and power recliner.
13Cell to Seat needs Magna Long Rail on an electric vehicle platform with the seat rails in the battery enclosure.
1421 months to start of production is shorter than the 22 months this seat needs.
15A price-down of 5 percent is above 3 percent; a person should approve it.
16A price-down of 11 percent is above the 10 percent limit.
1710K sets a year is below the 15K minimum program volume; a person should approve it.
18600K sets a year needs a plant capacity review; a person should confirm.
19A program life of 4 years is shorter than 5 years for tooling amortization; a person should approve it.
20The ZG Lounger together with the Stadium Swivel needs a seat structure validation; a person should 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. Third-row lounger program with memory and tilt: A third-row seat program with the ZG Lounger, memory, cushion tilt and EZ Entry, starting production in 20 months

    
The agent's request. Please quote a third row seat program for 3 seats, with a manual adjuster and a manual recliner, plus manual EZ Entry, full memory, the ZG Lounger and cushion tilt, start of production in 20 months, 60K sets a year for 6 years. The quote states yearly revenue of 111,600,000 dollars. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • Memory needs a power recliner. Integrated full memory needs the power iDiSC recliner; the quote has the manual recliner.
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  • ZG Lounger not for third row. The ZG Lounger is not offered for the third row.
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  • ZG Lounger needs power adjuster and recliner. The ZG Lounger needs a power adjuster (or Long Rail) and the power recliner.
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  • Cushion tilt needs a power adjuster. The cushion tilt mechanism sits between cushion and a power track; the quote has the manual adjuster.
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  • EZ Entry not for third row. EZ Entry is quoted only for the front and second rows.
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  • Lead time too short. 20 months to start of production is shorter than the 22 months this seat needs.
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  • Stated annual revenue does not match. The quote states $111,600,000 a year; the seat, options, volume and price-down give $116,100,000.
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2. Third-row lounger program with memory and tilt: The agent resubmits after fixing the errors

    
The agent's request. Please quote a second row seat program for 3 seats, with a power adjuster and a power recliner, plus manual EZ Entry, full memory, the ZG Lounger, a leg rest and cushion tilt, start of production in 30 months, 60K sets a year for 6 years. The quote states yearly revenue of 167,400,000 dollars. It is ready to send.

    
Verdict: Allowed.

    
    
      
  • Quote summary. $930 per seat before price-down, 3 seat(s) per vehicle, $167,400,000 a year at 60K sets.
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3. Front-row long rail program with a nesting cushion: A front-row Long Rail program with the Stadium Swivel, the Flip cushion and Cell to Seat, with a 12 percent price-down

    
The agent's request. Please quote a front seat program for 4 seats, with Magna Long Rail and a power recliner, plus the ZG Lounger, the Stadium Swivel, the Stadium Flip cushion and Cell to Seat, start of production in 24 months, 60K sets a year for 6 years, with a 12 percent price-down. The quote states yearly revenue of 325,416,000 dollars. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • Too many seats in the row. 4 seats in this row position; the position allows at most 2.
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  • Stadium Flip is not for front seats. The Stadium Flip (nesting) cushion is quoted only for the second and third rows.
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  • Stadium Flip and ZG Lounger conflict. A nesting Stadium Flip cushion cannot be combined with the ZG Lounger.
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  • Cell to Seat needs Long Rail on an EV platform. Cell to Seat needs Magna Long Rail on an electric vehicle platform with the seat rails in the battery enclosure.
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  • Lead time too short. 24 months to start of production is shorter than the 32 months this seat needs.
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  • Price-down above 10 percent. A price-down of 12 percent is above the 10 percent limit.
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  • Stated annual revenue does not match. The quote states $325,416,000 a year; the seat, options, volume and price-down give $328,416,000.
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  • Price-down above 3 percent. A price-down of 12 percent is above 3 percent; a person should approve it.
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  • Lounger with Stadium Swivel. The ZG Lounger together with the Stadium Swivel needs a seat structure validation; a person should confirm.
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4. Front-row long rail program with a nesting cushion: The agent resubmits after fixing the errors

    
The agent's request. Please quote a front seat program for 2 seats, with Magna Long Rail and a power recliner, plus the ZG Lounger, the Stadium Swivel, Cell to Seat and an electric vehicle platform, start of production in 36 months, 60K sets a year for 6 years, with a 5 percent price-down. The quote states yearly revenue of 162,450,000 dollars. It is ready to send.

    
Verdict: Needs approval.

    
    
      
  • Price-down above 3 percent. A price-down of 5 percent is above 3 percent; a person should approve it.
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  • Lounger with Stadium Swivel. The ZG Lounger together with the Stadium Swivel needs a seat structure validation; a person should confirm.
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  • Quote summary. $1,425 per seat before price-down, 2 seat(s) per vehicle, $162,450,000 a year at 60K sets.
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5. Second-row manual seat with power EZ Entry: A second-row manual seat with power EZ Entry, Auto Adjust and memory

    
The agent's request. Please quote a second row seat program for 3 seats, with a manual adjuster and a manual recliner, plus power EZ Entry, full memory and Auto Adjust, start of production in 24 months, 60K sets a year for 6 years. The quote states yearly revenue of 119,500,000 dollars. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • Memory needs a power recliner. Integrated full memory needs the power iDiSC recliner; the quote has the manual recliner.
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  • Power EZ Entry needs a power adjuster. Fully powered EZ Entry needs a power adjuster or Long Rail.
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  • Auto Adjust needs front seat with power parts. Auto Adjust (real time pressure sensing) needs a front seat with a power adjuster and power recliner.
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  • Stated annual revenue does not match. The quote states $119,500,000 a year; the seat, options, volume and price-down give $121,500,000.
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6. Second-row manual seat with power EZ Entry: The agent resubmits after fixing the errors

    
The agent's request. Please quote a front seat program for 2 seats, with a power adjuster and a power recliner, plus power EZ Entry, full memory and Auto Adjust, start of production in 24 months, 60K sets a year for 6 years. The quote states yearly revenue of 102,600,000 dollars. It is ready to send.

    
Verdict: Allowed.

    
    
      
  • Quote summary. $855 per seat before price-down, 2 seat(s) per vehicle, $102,600,000 a year at 60K sets.
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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. An AI sales agent prepares a seating program quote for a vehicle maker: the seat position, the adjuster and recliner, the comfort and entry features, and more. Before the quote goes out, the agent sends it to Predictika, which checks it against a declarative model of what fits what and returns a verdict, every reason and the revenue it computed.
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  2. I will start with the first request by the agent.
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  3. The agent says. Please quote a third row seat program for 3 seats, with a manual adjuster and a manual recliner, plus manual EZ Entry. The quote states yearly revenue of 111,600,000 dollars. The rest of the request is on screen.
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  4. Before it goes out, the agent calls the validator.
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  5. Blocked, with seven findings, all in one answer. Integrated full memory needs the power iDiSC recliner; the quote has the manual recliner. The ZG Lounger is not offered for the third row. The ZG Lounger needs a power adjuster (or Long Rail) and the power recliner. The other four are on screen.
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  6. The validator returned seven blocking findings 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.
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  7. What this shows: for features that depend on the row, the adjuster and the recliner, a rules-based CPQ 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 seat position to second row, the adjuster to power, the recliner to power, the options to full memory, the ZG Lounger, a leg rest, cushion tilt, the months to start of production to 30 and the yearly revenue stated on the quote to 167,400,000.
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  10. It calls the validator again.
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  11. This time the validator clears it.
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  12. All seven earlier findings are cleared.
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  13. Seven problems 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.
    14.