Predictika · Automotive seat thermal comfort quotes

An AI sales agent's seat thermal comfort quote, checked before it goes out

An AI sales agent prepares a per-vehicle price for the seat thermal comfort content of an automaker program: the vehicle class, the number of equipped seats, the comfort functions and the integrated system, options, annual volume, program life and a discount. Before it goes out, the agent sends it to Predictika, which checks it against a declarative model of the product rules and returns a verdict, every reason and the price it computed.

Scope: Lear Thermal Comfort Systems seat quotes (heating, ventilation, massage, ComfortMax, ComfortFlex, OptimalComfort Seat, FlexAir): which products go together, volume, program life, discount and the per-vehicle price. See everything this validator covers

This validator models seat thermal comfort quotes of this kind, not just the scenarios shown below.

  • Functions and integrated systems — ComfortFlex and the OptimalComfort Seat need two or more functions, ComfortMax needs heating and ventilation, and rapid heating needs heating.
  • Vehicle class, seats and options — massage by vehicle class and seat count, the 1 to 8 seat range, premium class, sensors, steering wheel heating and FlexAir foam, which needs a high annual volume.
  • Program terms and price — annual volume, program life, the discount range and when it needs approval, and the stated price against the price the validator computes.

Any seat thermal comfort quote that touches these rules is in scope — not only the scenarios pictured here. Product names follow Lear's public pages; Lear publishes no prices and no compatibility rules, so every rule, limit, approval threshold and price is modeled from comparable products and is illustrative. Not covered: seat structures, trim, E-Systems, tooling, logistics and taxes.

The AI sales agentBuilds the seat thermal comfort 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.

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
An integrated system that depends on the functions chosenOnly with care
ComfortFlex, ComfortMax and the OptimalComfort Seat each need a different set of functions, so each needs its own rule over the same choices.		The system and every function are fields of one request and are checked together on every call.
Massage that depends on class and seat countOnly with care
Massage is limited by vehicle class and by the number of seats, so the rule must combine two fields from different parts of the quote.		The class, seats and functions are in one request and checked together on every call.
FlexAir foam that depends on annual volumeOnly with care
The option is only offered at high volume, so a rule must compare the option with a program figure entered elsewhere.		The option and the annual volume are checked together on every call.
A stated price that must match the computed priceOnly with workarounds
The price is built from functions, options, class, an integration credit and a discount, so a separate rule must recompute it and compare it with the stated figure.		The stated price is a field of the request and is compared with the computed price on every call.
Every problem returned in one answerOnly with workarounds
Rules tend to fire as a step is saved or completed, so a rep 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.

    
1The quote selects no heating, ventilation or massage function; pick at least one.
2ComfortFlex fuses two or more thermal comfort functions; this quote has fewer than two.
3ComfortMax integrates heating and ventilation into the trim cover; both are needed.
4The OptimalComfort Seat is a seat-level design and needs a seating engineer to review it.
5The OptimalComfort Seat is built on ComfortFlex and needs two or more thermal comfort functions.
6Rapid heating is an option on seat heating; add heating or remove it.
7Massage is offered on Mainstream and Premium programs and on at most 4 seats.
8FlexAir foam needs an annual volume of at least 100 thousand vehicles; this program has 99 thousand.
9An annual volume of 9 thousand vehicles is below the 10 thousand program minimum.
10501 thousand vehicles a year needs multi-plant sourcing review.
11A program life of 2 years is outside the 3 to 7 years quoted.
12A program life of 8 years is outside the 3 to 7 years quoted.
130 equipped seats is outside the 1 to 8 seats a vehicle set can have.
149 equipped seats is outside the 1 to 8 seats a vehicle set can have.
15A discount of 6 percent is above the 5 percent an account manager can give; program finance should approve it.
16A discount of 13 percent is outside the 0 to 12 percent range.
17The quote states a price of 17,100 cents per vehicle; the modeled prices give 17,200 cents.
18The quote states a price of 17,201 cents per vehicle; the modeled prices give 17,200 cents.
19A discount of 8 percent is above the 5 percent an account manager can give; program finance should approve it.
20600 thousand vehicles a year needs multi-plant sourcing review.

  

  

    
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. Entry-class program with ComfortFlex: Six Entry-class seats with ComfortFlex but a single massage function, rapid heating without heating, FlexAir at low volume and an 8 year program

    
The agent's request. Please quote the seat thermal comfort for 6 equipped seats in an Entry-class vehicle, with massage integrated as ComfortFlex, plus rapid heating, seat sensors and FlexAir foam. The program is 80 thousand vehicles a year over 8 years, with a discount of 8 percent. The quoted price is 150,000 cents per vehicle. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • ComfortFlex needs two functions. ComfortFlex fuses two or more thermal comfort functions; this quote has fewer than two.
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  • Rapid heating without heating. Rapid heating is an option on seat heating; add heating or remove it.
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  • Massage not available here. Massage is offered on Mainstream and Premium programs and on at most 4 seats.
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  • FlexAir needs volume. FlexAir foam needs an annual volume of at least 100 thousand vehicles; this program has 80 thousand.
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  • Program life out of range. A program life of 8 years is outside the 3 to 7 years quoted.
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  • Stated price does not match. The quote states a price of 150,000 cents per vehicle; the modeled prices give 67,344 cents.
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  • Discount above 5 percent. A discount of 8 percent is above the 5 percent an account manager can give; program finance should approve it.
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2. Entry-class program with ComfortFlex: The agent resubmits after fixing the errors

    
The agent's request. Please quote the seat thermal comfort for 4 equipped seats in a Mainstream-class vehicle, with heating and massage integrated as ComfortFlex, plus rapid heating, seat sensors, steering wheel heating and FlexAir foam. The program is 150 thousand vehicles a year over 5 years, with a discount of 5 percent. The quoted price is 62,890 cents per vehicle. It is ready to send.

    
Verdict: Allowed.

    
    
      
  • Quote summary. 4 seat(s) at 160 dollars per seat, 662 dollars list per vehicle, 5 percent discount, price of 62,890 cents per vehicle at illustrative prices.
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3. ComfortMax for a mainstream program: Nine seats with ComfortMax and heating only, a volume below the minimum, a 2 year program and an oversized discount

    
The agent's request. Please quote the seat thermal comfort for 9 equipped seats in a Mainstream-class vehicle, with heating integrated as ComfortMax. The program is 9 thousand vehicles a year over 2 years, with a discount of 13 percent. The quoted price is 18,792 cents per vehicle. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • Seat count out of range. 9 equipped seats is outside the 1 to 8 seats a vehicle set can have.
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  • ComfortMax needs heating and ventilation. ComfortMax integrates heating and ventilation into the trim cover; both are needed.
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  • Volume below program minimum. An annual volume of 9 thousand vehicles is below the 10 thousand program minimum.
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  • Program life out of range. A program life of 2 years is outside the 3 to 7 years quoted.
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  • Discount out of range. A discount of 13 percent is outside the 0 to 12 percent range.
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4. ComfortMax for a mainstream program: The agent resubmits after fixing the errors

    
The agent's request. Please quote the seat thermal comfort for 8 equipped seats in a Mainstream-class vehicle, with heating and ventilation integrated as ComfortMax, plus seat sensors and steering wheel heating. The program is 40 thousand vehicles a year over 6 years, with a discount of 4 percent. The quoted price is 78,912 cents per vehicle. It is ready to send.

    
Verdict: Allowed.

    
    
      
  • Quote summary. 8 seat(s) at 100 dollars per seat, 822 dollars list per vehicle, 4 percent discount, price of 78,912 cents per vehicle at illustrative prices.
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5. Premium ComfortMax with massage: Five Premium seats with ComfortMax but no heating, massage on too many seats and FlexAir at low volume

    
The agent's request. Please quote the seat thermal comfort for 5 equipped seats in a Premium-class vehicle, with ventilation and massage integrated as ComfortMax, plus FlexAir foam. The program is 90 thousand vehicles a year over 5 years, with no discount. The quoted price is 83,500 cents per vehicle. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • ComfortMax needs heating and ventilation. ComfortMax integrates heating and ventilation into the trim cover; both are needed.
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  • Massage not available here. Massage is offered on Mainstream and Premium programs and on at most 4 seats.
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  • FlexAir needs volume. FlexAir foam needs an annual volume of at least 100 thousand vehicles; this program has 90 thousand.
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6. Premium ComfortMax with massage: The agent resubmits after fixing the errors

    
The agent's request. Please quote the seat thermal comfort for 4 equipped seats in a Premium-class vehicle, with heating, ventilation and massage integrated as ComfortMax, plus seat sensors, steering wheel heating and FlexAir foam. The program is 250 thousand vehicles a year over 5 years, with a discount of 3 percent. The quoted price is 87,106 cents per vehicle. It is ready to send.

    
Verdict: Allowed.

    
    
      
  • Quote summary. 4 seat(s) at 219 dollars per seat, 898 dollars list per vehicle, 3 percent discount, price of 87,106 cents per vehicle at illustrative prices.
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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 per-vehicle price for the seat thermal comfort content of an automaker program: the vehicle class, the number of equipped seats, the comfort functions and the integrated system, and more. Before it goes out, the agent sends it to Predictika, which checks it against a declarative model of the product rules and returns a verdict, every reason and the price it computed.
    2. 
      
  2. I will start with the first request by the agent.
    3. 
      
  3. The agent says. Please quote the seat thermal comfort for 6 equipped seats in an Entry-class vehicle, with massage integrated as ComfortFlex, plus rapid heating, seat sensors and FlexAir foam. The program is 80 thousand vehicles a year over 8 years, with a discount of 8 percent. The rest of the request is on screen. The quoted price is 150,000 cents per vehicle.
    4. 
      
  4. Before it goes out, the agent calls the validator.
    5. 
      
  5. Blocked, with six findings and one approval, all in one answer. ComfortFlex fuses two or more thermal comfort functions; this quote has fewer than two. Rapid heating is an option on seat heating; add heating or remove it. Massage is offered on Mainstream and Premium programs and on at most 4 seats. 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 quote are checked against each other.
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  7. What this shows: for a stated price that must match the computed price, 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 vehicle class to mainstream, the equipped seats to 4, the functions to heating, massage, the options to Rapid heating, seat sensors, steering wheel heating, FlexAir foam and the price stated on the quote to 62,890. Three more changes are on screen.
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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.